VUI - Seminarska vaja

Uporabljena baza: diabetes_012_health_indicators_BRFSS2015.csv
Link do baze: https://www.kaggle.com/datasets/alexteboul/diabetes-health-indicators-dataset?resource=download&select=diabetes_012_health_indicators_BRFSS2015.csv
Študent: David Dugar

Predobdelava

->filtriranje podatkov kjer je feature Diabetes_012 nastavljen na 1 (prediabetes)

import pandas as pd

file_path = 'diabetes_012_health_indicators_BRFSS2015_253680.csv'
data = pd.read_csv(file_path)
filtered_data = data[data['Diabetes_012'] != 1]

#ponastavi indeks, da ni praznih vrstic
filtered_data.reset_index(drop=True, inplace=True)

output_path = 'filtered_diabetes_012_health_indicators_BRFSS2015_253680.csv'
filtered_data.to_csv(output_path, index=False)

print(f"Podatki so bili uspešno filtrirani in shranjeni v: {output_path}")

Podatki so bili uspešno filtrirani in shranjeni v: filtered_diabetes_012_health_indicators_BRFSS2015_253680.csv

Deskriptivna statistika vseh značilk prisotnih v bazi

import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import os
from IPython.display import display, Markdown

file_path = "diabetes_012_health_indicators_BRFSS2015_253680.csv"
data = pd.read_csv(file_path)

HighBP grafi

ne visok krvni pritisk - 0
visok krvni pritisk - 1

-- nominalna spremenljivka

feature = 'HighBP'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko HighBP

HighBP	0	1
Diabetes_012
0	134391	79312
1	1718	2913
2	8742	26604

Relativni deleži za značilko HighBP:

HighBP	0	1
Diabetes_012
0	62.89	37.11
1	37.10	62.90
2	24.73	75.27

HighChol grafi

ne visok holesterol - 0
visok holesterol - 1

-- nominalna spremenljivka

feature = 'HighChol'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko HighChol

HighChol	0	1
Diabetes_012
0	132673	81030
1	1756	2875
2	11660	23686

Relativni deleži za značilko HighChol:

HighChol	0	1
Diabetes_012
0	62.08	37.92
1	37.92	62.08
2	32.99	67.01

CholCheck grafi

Prečekiran holesterol v zadnjih 5 letih NE - 0
DA - 1

-- nominalna spremenljivka

feature = 'CholCheck'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko CholCheck

CholCheck	0	1
Diabetes_012
0	9167	204536
1	62	4569
2	241	35105

Relativni deleži za značilko CholCheck:

CholCheck	0	1
Diabetes_012
0	4.29	95.71
1	1.34	98.66
2	0.68	99.32

BMI grafi

(Body Mass Index oz. Indeks telesne mase - ITM)

ITM * 100 je realni indeks telesne mase (40 iz tabele je dejansko 4000)

-- kvantitativna spremenljivka

feature = 'BMI'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

Smoker grafi

Ali je anketiranec kadilec ali ne

-- nominalna spremenljivka

feature = 'Smoker'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko Smoker

Smoker	0	1
Diabetes_012
0	121879	91824
1	2349	2282
2	17029	18317

Relativni deleži za značilko Smoker:

Smoker	0	1
Diabetes_012
0	57.03	42.97
1	50.72	49.28
2	48.18	51.82

Stroke grafi

Ali je anketirancu bilo kdaj od zdravstvenega osebja povedano, da je imel/imela kap

-- nominalna spremenljivka

feature = 'Stroke'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko Stroke

Stroke	0	1
Diabetes_012
0	206944	6759
1	4366	265
2	32078	3268

Relativni deleži za značilko Stroke:

Stroke	0	1
Diabetes_012
0	96.84	3.16
1	94.28	5.72
2	90.75	9.25

HeartDiseaseorAttack grafi

Anketiranci, ki so kdaj poročali o koronarni srčni bolezni (CHD) ali miokardnem infarktu (MI)

-- nominalna spremenljivka

feature = 'HeartDiseaseorAttack'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko HeartDiseaseorAttack

HeartDiseaseorAttack	0	1
Diabetes_012
0	198352	15351
1	3967	664
2	27468	7878

Relativni deleži za značilko HeartDiseaseorAttack:

HeartDiseaseorAttack	0	1
Diabetes_012
0	92.82	7.18
1	85.66	14.34
2	77.71	22.29

PhysActivity grafi

Ali je anketiranec bil fizično aktiven/na v zadnjih 30 dneh razen v službi (DA/NE)

-- nominalna spremenljivka

feature = 'PhysActivity'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko PhysActivity

PhysActivity	0	1
Diabetes_012
0	47212	166491
1	1489	3142
2	13059	22287

Relativni deleži za značilko PhysActivity:

PhysActivity	0	1
Diabetes_012
0	22.09	77.91
1	32.15	67.85
2	36.95	63.05

Fruits grafi

Ali anketiranec poje 1 sadnje ali več na dan (DA/NE)

-- nominalna spremenljivka

feature = 'Fruits'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko Fruits

Fruits	0	1
Diabetes_012
0	76287	137416
1	1842	2789
2	14653	20693

Relativni deleži za značilko Fruits:

Fruits	0	1
Diabetes_012
0	35.70	64.30
1	39.78	60.22
2	41.46	58.54

Veggies grafi

Ali anketiranec je zelenjavo 1x ali večkrat dnevno (DA/NE)

-- nominalna spremenljivka

feature = 'Veggies'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko Veggies

Veggies	0	1
Diabetes_012
0	38159	175544
1	1070	3561
2	8610	26736

Relativni deleži za značilko Veggies:

Veggies	0	1
Diabetes_012
0	17.86	82.14
1	23.11	76.89
2	24.36	75.64

HvyAlcoholConsump grafi

Prekomerni pivci (odrasli moški, ki popijejo več kot 14 pijač na teden, odrasle ženske pa več kot 7 pijač na teden)

-- nominalna spremenljivka

feature = 'HvyAlcoholConsump'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko HvyAlcoholConsump

HvyAlcoholConsump	0	1
Diabetes_012
0	200487	13216
1	4423	208
2	34514	832

Relativni deleži za značilko HvyAlcoholConsump:

HvyAlcoholConsump	0	1
Diabetes_012
0	93.82	6.18
1	95.51	4.49
2	97.65	2.35

AnyHealthcare grafi

Ali ima anketiranec kakršno koli zdravstveno zavarovanje, vključno z zdravstvenim zavarovanjem, predplačniškimi načrti, kot so HMO, oz
vladnih načrtov, kot sta Medicare ali indijska zdravstvena služba? (DA/NE)

-- nominalna spremenljivka

feature = 'AnyHealthcare'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko AnyHealthcare

AnyHealthcare	0	1
Diabetes_012
0	10741	202962
1	254	4377
2	1422	33924

Relativni deleži za značilko AnyHealthcare:

AnyHealthcare	0	1
Diabetes_012
0	5.03	94.97
1	5.48	94.52
2	4.02	95.98

NoDocbcCost grafi

Ali se anketiranec ni mogel udeležiti pregleda kdajkoli v zadnjem letu (12 mesecev), ker je cena prevelika (DA/NE)

-- nominalna spremenljivka

feature = 'NoDocbcCost'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko NoDocbcCost

NoDocbcCost	0	1
Diabetes_012
0	196690	17013
1	4032	599
2	31604	3742

Relativni deleži za značilko NoDocbcCost:

NoDocbcCost	0	1
Diabetes_012
0	92.04	7.96
1	87.07	12.93
2	89.41	10.59

GenHlth grafi

S kakšno stopnjo je anketiranec označil svoje zdravstveno stanje od 1 do 5, kjer:
1 - Excellent (Odlično)
2 - Very good (Zelo dobro)
3 - Good (Dobro)
4 - Fair (Zadovoljivo)
5 - Poor (Slabo)

-- ordinalna spremenljivka

feature = 'GenHlth'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko GenHlth

GenHlth	1	2	3	4	5
Diabetes_012
0	43846	81489	60461	20755	7152
1	313	1214	1728	1025	351
2	1140	6381	13457	9790	4578

Relativni deleži za značilko GenHlth:

GenHlth	1	2	3	4	5
Diabetes_012
0	20.52	38.13	28.29	9.71	3.35
1	6.76	26.21	37.31	22.13	7.58
2	3.23	18.05	38.07	27.70	12.95

MentHlth grafi

Koliko dni v zadnjih 30 dneh je bilo anketirancu slabih glede mentalnega zdravja, ozirajoč na stres, depresijo in probleme z emocijami (1-30)

--kvantitativna spremenljivka

feature = 'MentHlth'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko MentHlth

MentHlth	0	1	2	3	4	5	6	7	8	9	...	21	22	23	24	25	26	27	28	29	30
Diabetes_012
0	149321	7606	11315	6332	3217	7626	796	2632	516	69	...	170	50	28	25	882	35	66	263	125	8959
1	2956	120	231	125	83	181	28	63	13	9	...	9	2	2	2	33	3	1	7	3	361
2	23403	812	1508	924	489	1223	164	405	110	13	...	48	11	8	6	273	7	12	57	30	2768

3 rows × 31 columns

Relativni deleži za značilko MentHlth:

MentHlth	0	1	2	3	4	5	6	7	8	9	...	21	22	23	24	25	26	27	28	29	30
Diabetes_012
0	69.87	3.56	5.29	2.96	1.51	3.57	0.37	1.23	0.24	0.03	...	0.08	0.02	0.01	0.01	0.41	0.02	0.03	0.12	0.06	4.19
1	63.83	2.59	4.99	2.70	1.79	3.91	0.60	1.36	0.28	0.19	...	0.19	0.04	0.04	0.04	0.71	0.06	0.02	0.15	0.06	7.80
2	66.21	2.30	4.27	2.61	1.38	3.46	0.46	1.15	0.31	0.04	...	0.14	0.03	0.02	0.02	0.77	0.02	0.03	0.16	0.08	7.83

3 rows × 31 columns

PhysHlth grafi

Koliko dni v zadnjih 30 dneh je bilo anketirancu slabih glede fizičnega zdravja, ozirajoč na fizične bolezni in poškodbe (1-30)

--kvantitativna spremenljivka

feature = 'PhysHlth'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko PhysHlth

PhysHlth	0	1	2	3	4	5	6	7	8	9	...	21	22	23	24	25	26	27	28	29	30
Diabetes_012
0	140841	10026	12488	7033	3681	6140	1010	3705	629	138	...	506	43	37	54	906	43	75	363	134	13116
1	2471	174	248	173	98	168	38	90	21	5	...	18	4	3	3	36	4	3	16	7	558
2	16740	1188	2028	1289	763	1314	282	743	159	36	...	139	23	16	15	394	22	21	143	74	5726

3 rows × 31 columns

Relativni deleži za značilko PhysHlth:

PhysHlth	0	1	2	3	4	5	6	7	8	9	...	21	22	23	24	25	26	27	28	29	30
Diabetes_012
0	65.91	4.69	5.84	3.29	1.72	2.87	0.47	1.73	0.29	0.06	...	0.24	0.02	0.02	0.03	0.42	0.02	0.04	0.17	0.06	6.14
1	53.36	3.76	5.36	3.74	2.12	3.63	0.82	1.94	0.45	0.11	...	0.39	0.09	0.06	0.06	0.78	0.09	0.06	0.35	0.15	12.05
2	47.36	3.36	5.74	3.65	2.16	3.72	0.80	2.10	0.45	0.10	...	0.39	0.07	0.05	0.04	1.11	0.06	0.06	0.40	0.21	16.20

3 rows × 31 columns

DiffWalk grafi

Ali je imel/ima anketiranec probleme s hojo (DA/NE)

--nominalna spremenljivka

feature = 'DiffWalk'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko DiffWalk

DiffWalk	0	1
Diabetes_012
0	185434	28269
1	3346	1285
2	22225	13121

Relativni deleži za značilko DiffWalk:

DiffWalk	0	1
Diabetes_012
0	86.77	13.23
1	72.25	27.75
2	62.88	37.12

Sex (spol) grafi

Katerega spola je anketiranec
ženska - 0
moški - 1

--nominalna spremenljivka

feature = 'Sex'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko Sex

Sex	0	1
Diabetes_012
0	120959	92744
1	2604	2027
2	18411	16935

Relativni deleži za značilko Sex:

Sex	0	1
Diabetes_012
0	56.60	43.40
1	56.23	43.77
2	52.09	47.91

Age grafi

Ta značilka ima 13 nivojev, kjer:
1 --> 18 <= AGE <= 24
2 --> 25 <= AGE <= 29
3 --> 30 <= AGE <= 34
4 --> 35 <= AGE <= 39
5 --> 40 <= AGE <= 44
6 --> 45 <= AGE <= 49
7 --> 50 <= AGE <= 54
8 --> 55 <= AGE <= 59
9 --> 60 <= AGE <= 64
10 -> 65 <= AGE <= 69
11 -> 70 <= AGE <= 74
12 -> 75 <= AGE <= 79
13 -> 80 <= AGE <= 99

--ordinalna spremenljivka

feature = 'Age'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko Age

Age	1	2	3	4	5	6	7	8	9	10	11	12	13
Diabetes_012
0	5601	7404	10737	13055	14943	17765	22808	26019	26809	24939	17790	12132	13701
1	21	54	72	142	163	312	418	550	702	697	602	445	453
2	78	140	314	626	1051	1742	3088	4263	5733	6558	5141	3403	3209

Relativni deleži za značilko Age:

Age	1	2	3	4	5	6	7	8	9	10	11	12	13
Diabetes_012
0	2.62	3.46	5.02	6.11	6.99	8.31	10.67	12.18	12.54	11.67	8.32	5.68	6.41
1	0.45	1.17	1.55	3.07	3.52	6.74	9.03	11.88	15.16	15.05	13.00	9.61	9.78
2	0.22	0.40	0.89	1.77	2.97	4.93	8.74	12.06	16.22	18.55	14.54	9.63	9.08

Education grafi

To je 6 nivojska značilka, ki odraža anketirancev dosežen nivo izobrazbe, kjer:
1 -> Nikoli ni hodil v šolo ali pa bil samo v vrtcu
2 -> Od 1. do 8. razreda (osnovno)
3 -> Od 9. do 11. razreda (nekaj srednje šole)
4 -> 12. razred ali GED (srednješolski maturant)
5 -> Fakulteta od 1 do 3 let (nekaj faksa ali tehnične šole)
6 -> Visoka šola 4 ali več let (višja diploma)

--ordinalna spremenljivka

feature = 'Education'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko Education

Education	1	2	3	4	5	6
Diabetes_012
0	125	2699	6868	50334	58223	95454
1	2	161	314	1350	1333	1471
2	47	1183	2296	11066	10354	10400

Relativni deleži za značilko Education:

Education	1	2	3	4	5	6
Diabetes_012
0	0.06	1.26	3.21	23.55	27.24	44.67
1	0.04	3.48	6.78	29.15	28.78	31.76
2	0.13	3.35	6.50	31.31	29.29	29.42

Income grafi

Anketirancov letni dohodeh v gospodinjstvu iz vseh virov, kjer:
1 -> Manj kot 10.000 $
2 -> 10.000 $ do manj kot 15.000 $
3 -> 15.000 $ do manj kot 20.000 $
4 -> 20.000 $ do manj kot 25.000 $
5 -> 25.000 $ do manj kot 35.000 $
6 -> 35.000 $ do manj kot 50.000 $
7 -> 50.000 $ do manj kot 75.000 $
8 -> 75.000 $ ali več

--ordinalna spremenljivka

feature = 'Income'

# Izris boxplota
plt.figure(figsize=(10, 6))
sns.boxplot(x='Diabetes_012', y=feature, data=data, palette="Set2", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)

# Dodajanje povprečne vrednosti na boxplot
mean_values = data.groupby('Diabetes_012')[feature].mean()
for i, mean in enumerate(mean_values):
    plt.text(i, mean, f'{mean:.2f}', color='red', ha='center', va='bottom', fontsize=10)

# Prilagoditev osi in naslovov
plt.title(f"Boxplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#alternativni prikaz podatkov
plt.figure(figsize=(10, 6))
sns.violinplot(x='Diabetes_012', y=feature, data=data, palette="Set2", inner="quartile", hue='Diabetes_012', legend=False)
# sns.stripplot(x='Diabetes_012', y=feature, data=data, color='black', alpha=0.5, jitter=True)
# sns.swarmplot(x='Diabetes_012', y='HighBP', data=data, alpha=0.6)

# Naslovi in prilagoditve
plt.title(f"Violinplot za značilko: {feature}", fontsize=14)
plt.xlabel("Status diabetesa (0: Brez, 1: Prediabetes, 2: Diabetes)", fontsize=12)
plt.ylabel(feature, fontsize=12)
plt.tight_layout()
plt.show()

#število primerov z vrednostjo 0 in 1 za vsako skupino
counts = data.groupby('Diabetes_012')[feature].value_counts().unstack(fill_value=0)
display(Markdown(f"Število primerov za značilko **{feature}**"))
display(counts)

#pregled relativnih deležev
relative_counts = counts.div(counts.sum(axis=1), axis=0)
display(Markdown(f"Relativni deleži za značilko **{feature}**:"))
display((relative_counts * 100).round(2))

Število primerov za značilko Income

Income	1	2	3	4	5	6	7	8
Diabetes_012
0	7114	8341	12005	15622	20792	30431	37219	82179
1	314	356	421	459	587	748	735	1011
2	2383	3086	3568	4054	4504	5291	5265	7195

Relativni deleži za značilko Income:

Income	1	2	3	4	5	6	7	8
Diabetes_012
0	3.33	3.90	5.62	7.31	9.73	14.24	17.42	38.45
1	6.78	7.69	9.09	9.91	12.68	16.15	15.87	21.83
2	6.74	8.73	10.09	11.47	12.74	14.97	14.90	20.36

Statistični testi glede na tip spremenljivke (za določanje diabetisa)

-tukaj sem uporabil prirejeno bazo

import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
from scipy.stats import (mannwhitneyu, chi2_contingency, ttest_ind, kruskal, 
                        ks_2samp, levene, shapiro)

file_path = "filtered_diabetes_02_health_indicators_BRFSS2015_249049.csv"
data = pd.read_csv(file_path)

# Informacije o spremenljivkah
dependent_var = "Diabetes_012"
nominal_vars = ["HighBP", "HighChol", "CholCheck", "Smoker", "Stroke", 
                "HeartDiseaseorAttack", "PhysActivity", "Fruits", "Veggies", 
                "HvyAlcoholConsump", "AnyHealthcare", "NoDocbcCost", "DiffWalk", "Sex"]
ordinal_vars = ["GenHlth", "Age", "Education", "Income"]
quantitative_vars = ["BMI", "MentHlth", "PhysHlth"]

results = []

for var in data.columns:
    if var == dependent_var:
        continue
    
    if var in nominal_vars:  #Nominalne spremenljivke
        contingency_table = pd.crosstab(data[dependent_var], data[var])
        stat, p_value, _, _ = chi2_contingency(contingency_table)
        test_type = "Chi-Square test"
    
    elif var in ordinal_vars:  #Ordinalne spremenljivke
        stat, p_value = kruskal(
            data[var][data[dependent_var] == 0],
            data[var][data[dependent_var] == 2]
        )
        test_type = "Kruskal-Wallis test"
    
    elif var in quantitative_vars:  #Kvantitativne spremenljivke
        #preverjanje normalnosti
        normal_0 = ks_2samp(data[var][data[dependent_var] == 0], 'norm')
        normal_2 = ks_2samp(data[var][data[dependent_var] == 2], 'norm')
        
        if normal_0.pvalue > 0.05 and normal_2.pvalue > 0.05:  #je normalno porazdeljeno
            # Preveri enakost varianc
            levene_stat, levene_p = levene(
                data[var][data[dependent_var] == 0],
                data[var][data[dependent_var] == 2]
            )
            if levene_p > 0.05:  #variance enake
                stat, p_value = ttest_ind(
                    data[var][data[dependent_var] == 0],
                    data[var][data[dependent_var] == 2],
                    equal_var=True
                )
                test_type = "T-test"
            else:  #variance niso enake
                stat, p_value = ttest_ind(
                    data[var][data[dependent_var] == 0],
                    data[var][data[dependent_var] == 2],
                    equal_var=False
                )
                test_type = "Welch's T-test"
        else:  #ni normalno porazdeljeno
            stat, p_value = mannwhitneyu(
                data[var][data[dependent_var] == 0],
                data[var][data[dependent_var] == 2]
            )
            test_type = "Mann-Whitney U test"
    
    results.append({
        "Variable": var,
        "Test": test_type,
        "Statistic": stat,
        "P-Value": p_value,
        "Significant": p_value < 0.05
    })

results_df = pd.DataFrame(results)

# Manjša p-vrednost pomeni manjšo verjetnost, da so rezultati naključni, in zato večjo verjetnost, da je povezava med spremenljivkami statistično značilna.
results_df_sorted = results_df.sort_values(by="P-Value", ascending=True)
display(results_df_sorted)

	Variable	Test	Statistic	P-Value	Significant
0	HighBP	Chi-Square test	1.806262e+04	0.000000e+00	True
18	Age	Kruskal-Wallis test	8.269666e+03	0.000000e+00	True
16	DiffWalk	Chi-Square test	1.249357e+04	0.000000e+00	True
15	PhysHlth	Mann-Whitney U test	2.910964e+09	0.000000e+00	True
13	GenHlth	Kruskal-Wallis test	2.152463e+04	0.000000e+00	True
19	Education	Kruskal-Wallis test	3.787391e+03	0.000000e+00	True
7	PhysActivity	Chi-Square test	3.647181e+03	0.000000e+00	True
20	Income	Kruskal-Wallis test	7.005254e+03	0.000000e+00	True
5	Stroke	Chi-Square test	2.902810e+03	0.000000e+00	True
3	BMI	Mann-Whitney U test	2.331896e+09	0.000000e+00	True
1	HighChol	Chi-Square test	1.053504e+04	0.000000e+00	True
6	HeartDiseaseorAttack	Chi-Square test	8.180575e+03	0.000000e+00	True
2	CholCheck	Chi-Square test	1.085069e+03	5.809239e-238	True
4	Smoker	Chi-Square test	9.635432e+02	1.509376e-211	True
9	Veggies	Chi-Square test	8.405152e+02	8.386730e-185	True
10	HvyAlcoholConsump	Chi-Square test	8.353496e+02	1.113358e-183	True
8	Fruits	Chi-Square test	4.335626e+02	2.725768e-96	True
14	MentHlth	Mann-Whitney U test	3.564682e+09	1.080463e-95	True
12	NoDocbcCost	Chi-Square test	2.733823e+02	2.078555e-61	True
17	Sex	Chi-Square test	2.505281e+02	1.992061e-56	True
11	AnyHealthcare	Chi-Square test	6.547426e+01	5.887806e-16	True

Korelacijska analiza

• Katere spremenljivke so močno povezane z odvisno spremenljivko (Diabetes_012)
• Korelacija med neodvisnimi spremenljivkami pa nakazuje multikolinearnost, kar je opozorilo, da bi moral preveriti VIF (Varianc Inflation Factor).

import matplotlib.colors as mcolors

#prilagojena barvno paleto
custom_cmap = mcolors.LinearSegmentedColormap.from_list(
    'custom_blue_green', ['lime', 'cyan', 'blue']
)

filtered_data = pd.read_csv('filtered_diabetes_02_health_indicators_BRFSS2015_249049.csv')

correlations_filtered = filtered_data.corr()['Diabetes_012'].sort_values(ascending=True)

# Izpiši korelacije
print("Korelacije s spremenljivko Diabetes_012 (prirejena baza):")
print(correlations_filtered)

# Izriši korelacijsko matriko za prirejeno bazo
plt.figure(figsize=(10, 6))
# sns.heatmap(corr_matrix_filtered, annot=True, fmt=".2f", cmap=custom_cmap, cbar=True, vmin=0, vmax=1)
correlations_filtered.drop('Diabetes_012').plot(kind='bar', color='green')
plt.title('Korelacije s spremenljivko Diabetes_012')
plt.ylabel('Korelacijska vrednost')
plt.xlabel('Spremenljivka')
plt.show()

Korelacije s spremenljivko Diabetes_012 (prirejena baza):
Income                 -0.168651
Education              -0.128149
PhysActivity           -0.121028
Veggies                -0.058109
HvyAlcoholConsump      -0.057940
Fruits                 -0.041736
AnyHealthcare           0.016241
Sex                     0.031728
NoDocbcCost             0.033152
Smoker                  0.062212
CholCheck               0.066037
MentHlth                0.071751
Stroke                  0.107990
PhysHlth                0.175754
HeartDiseaseorAttack    0.181258
Age                     0.181727
HighChol                0.205684
BMI                     0.222353
DiffWalk                0.223991
HighBP                  0.269319
GenHlth                 0.300347
Diabetes_012            1.000000
Name: Diabetes_012, dtype: float64

VIF - Variance Inflation Factor

• VIF meri, kako močno je napovedna moč spremenljivke "napihnjena" zaradi njene korelacije z drugimi neodvisnimi spremenljivkami.

• Če ima spremenljivka visok VIF, to pomeni, da prinaša redundantne informacije. Modele lahko zmede, ker uteži ne morejo pravilno oceniti njenega dejanskega vpliva.

• Interpretacija vrednosti VIF:

  • VIF ≈ 1: Spremenljivka ni povezana z drugimi, kar je idealno.
  • VIF med 1 in 5: Sprejemljivo; nekaj povezave z drugimi spremenljivkami, a ne problematično.
  • VIF > 5: Potencialna težava; preveri spremenljivko in njene povezave.
  • VIF > 10: Visoka multikolinearnost; spremenljivka zelo verjetno povzroča težave.

from statsmodels.stats.outliers_influence import variance_inflation_factor
import pandas as pd

X = filtered_data.drop('Diabetes_012', axis=1)

#zzračun VIF
vif_data = pd.DataFrame()
vif_data["Spremenljivka"] = X.columns
vif_data["VIF"] = [variance_inflation_factor(X.values, i) for i in range(X.shape[1])]

vif_data = vif_data.sort_values(by="VIF", ascending=False)
display(vif_data)

correlation_matrix = filtered_data.corr()
print(correlation_matrix)

plt.figure(figsize=(12, 12))
sns.heatmap(correlation_matrix, annot=True, fmt=".2f", cmap='Greens', cbar=True, vmin=0, vmax=1)
plt.title('Korelacijska matrika za vse spremenljivke')
plt.show()

	Spremenljivka	VIF
19	Education	29.643257
2	CholCheck	22.968166
11	AnyHealthcare	20.875093
3	BMI	18.157011
20	Income	14.252721
13	GenHlth	10.683791
18	Age	9.825327
9	Veggies	5.850786
7	PhysActivity	4.676371
8	Fruits	3.037604
0	HighBP	2.285119
1	HighChol	2.016293
15	PhysHlth	1.994117
4	Smoker	1.929858
17	Sex	1.910840
16	DiffWalk	1.834463
14	MentHlth	1.458271
6	HeartDiseaseorAttack	1.289310
12	NoDocbcCost	1.212497
5	Stroke	1.127038
10	HvyAlcoholConsump	1.083856

                      Diabetes_012    HighBP  HighChol  CholCheck       BMI  \
Diabetes_012              1.000000  0.269319  0.205684   0.066037  0.222353   
HighBP                    0.269319  1.000000  0.297901   0.098365  0.213489   
HighChol                  0.205684  0.297901  1.000000   0.085530  0.106792   
CholCheck                 0.066037  0.098365  0.085530   1.000000  0.034090   
BMI                       0.222353  0.213489  0.106792   0.034090  1.000000   
Smoker                    0.062212  0.097235  0.090680  -0.010065  0.013554   
Stroke                    0.107990  0.130302  0.092650   0.024618  0.020804   
HeartDiseaseorAttack      0.181258  0.210217  0.181250   0.044574  0.053592   
PhysActivity             -0.121028 -0.125304 -0.077966   0.004584 -0.146581   
Fruits                   -0.041736 -0.040398 -0.040581   0.023957 -0.087227   
Veggies                  -0.058109 -0.060786 -0.039163   0.005731 -0.061432   
HvyAlcoholConsump        -0.057940 -0.004026 -0.011623  -0.023765 -0.049026   
AnyHealthcare             0.016241  0.038501  0.043103   0.117995 -0.017712   
NoDocbcCost               0.033152  0.017169  0.012251  -0.058594  0.057779   
GenHlth                   0.300347  0.300385  0.207539   0.046213  0.238740   
MentHlth                  0.071751  0.056318  0.060963  -0.008279  0.084423   
PhysHlth                  0.175754  0.161318  0.120865   0.031590  0.120822   
DiffWalk                  0.223991  0.223973  0.144283   0.040595  0.196557   
Sex                       0.031728  0.052835  0.031689  -0.022222  0.044163   
Age                       0.181727  0.344943  0.272870   0.089745 -0.035915   
Education                -0.128149 -0.141102 -0.069912   0.002163 -0.103388   
Income                   -0.168651 -0.171155 -0.084241   0.014737 -0.099561   

                        Smoker    Stroke  HeartDiseaseorAttack  PhysActivity  \
Diabetes_012          0.062212  0.107990              0.181258     -0.121028   
HighBP                0.097235  0.130302              0.210217     -0.125304   
HighChol              0.090680  0.092650              0.181250     -0.077966   
CholCheck            -0.010065  0.024618              0.044574      0.004584   
BMI                   0.013554  0.020804              0.053592     -0.146581   
Smoker                1.000000  0.060730              0.114122     -0.088291   
Stroke                0.060730  1.000000              0.203750     -0.069937   
HeartDiseaseorAttack  0.114122  0.203750              1.000000     -0.087733   
PhysActivity         -0.088291 -0.069937             -0.087733      1.000000   
Fruits               -0.077226 -0.013476             -0.019757      0.142747   
Veggies              -0.031043 -0.041111             -0.039660      0.153504   
HvyAlcoholConsump     0.101602 -0.016875             -0.029641      0.012665   
AnyHealthcare        -0.023480  0.008975              0.018863      0.035168   
NoDocbcCost           0.048942  0.034246              0.030581     -0.061434   
GenHlth               0.163453  0.178329              0.259044     -0.266791   
MentHlth              0.092042  0.070277              0.064152     -0.125200   
PhysHlth              0.116306  0.149184              0.181906     -0.219064   
DiffWalk              0.122109  0.177875              0.213143     -0.253542   
Sex                   0.093134  0.003135              0.085973      0.032573   
Age                   0.121421  0.127512              0.221933     -0.092890   
Education            -0.162795 -0.076052             -0.099750      0.200534   
Income               -0.124594 -0.128855             -0.141089      0.199237   

                        Fruits  ...  AnyHealthcare  NoDocbcCost   GenHlth  \
Diabetes_012         -0.041736  ...       0.016241     0.033152  0.300347   
HighBP               -0.040398  ...       0.038501     0.017169  0.300385   
HighChol             -0.040581  ...       0.043103     0.012251  0.207539   
CholCheck             0.023957  ...       0.117995    -0.058594  0.046213   
BMI                  -0.087227  ...      -0.017712     0.057779  0.238740   
Smoker               -0.077226  ...      -0.023480     0.048942  0.163453   
Stroke               -0.013476  ...       0.008975     0.034246  0.178329   
HeartDiseaseorAttack -0.019757  ...       0.018863     0.030581  0.259044   
PhysActivity          0.142747  ...       0.035168    -0.061434 -0.266791   
Fruits                1.000000  ...       0.031136    -0.043610 -0.104101   
Veggies               0.254181  ...       0.029714    -0.032043 -0.122871   
HvyAlcoholConsump    -0.035620  ...      -0.010250     0.004678 -0.036736   
AnyHealthcare         0.031136  ...       1.000000    -0.230682 -0.039918   
NoDocbcCost          -0.043610  ...      -0.230682     1.000000  0.164878   
GenHlth              -0.104101  ...      -0.039918     0.164878  1.000000   
MentHlth             -0.067786  ...      -0.051852     0.190017  0.300033   
PhysHlth             -0.044045  ...      -0.007402     0.147172  0.523816   
DiffWalk             -0.048020  ...       0.007427     0.117378  0.456292   
Sex                  -0.091887  ...      -0.019646    -0.043993 -0.005163   
Age                   0.064441  ...       0.137240    -0.118601  0.153799   
Education             0.110232  ...       0.122660    -0.099976 -0.284163   
Income                0.079858  ...       0.158662    -0.202085 -0.369227   

                      MentHlth  PhysHlth  DiffWalk       Sex       Age  \
Diabetes_012          0.071751  0.175754  0.223991  0.031728  0.181727   
HighBP                0.056318  0.161318  0.223973  0.052835  0.344943   
HighChol              0.060963  0.120865  0.144283  0.031689  0.272870   
CholCheck            -0.008279  0.031590  0.040595 -0.022222  0.089745   
BMI                   0.084423  0.120822  0.196557  0.044163 -0.035915   
Smoker                0.092042  0.116306  0.122109  0.093134  0.121421   
Stroke                0.070277  0.149184  0.177875  0.003135  0.127512   
HeartDiseaseorAttack  0.064152  0.181906  0.213143  0.085973  0.221933   
PhysActivity         -0.125200 -0.219064 -0.253542  0.032573 -0.092890   
Fruits               -0.067786 -0.044045 -0.048020 -0.091887  0.064441   
Veggies              -0.057974 -0.063418 -0.080215 -0.065575 -0.010005   
HvyAlcoholConsump     0.024747 -0.026385 -0.037996  0.004992 -0.034458   
AnyHealthcare        -0.051852 -0.007402  0.007427 -0.019646  0.137240   
NoDocbcCost           0.190017  0.147172  0.117378 -0.043993 -0.118601   
GenHlth               0.300033  0.523816  0.456292 -0.005163  0.153799   
MentHlth              1.000000  0.351853  0.232385 -0.079937 -0.091411   
PhysHlth              0.351853  1.000000  0.478718 -0.042558  0.100639   
DiffWalk              0.232385  0.478718  1.000000 -0.069916  0.205263   
Sex                  -0.079937 -0.042558 -0.069916  1.000000 -0.028546   
Age                  -0.091411  0.100639  0.205263 -0.028546  1.000000   
Education            -0.101113 -0.154565 -0.192087  0.018877 -0.102363   
Income               -0.208412 -0.265985 -0.319659  0.126029 -0.127816   

                      Education    Income  
Diabetes_012          -0.128149 -0.168651  
HighBP                -0.141102 -0.171155  
HighChol              -0.069912 -0.084241  
CholCheck              0.002163  0.014737  
BMI                   -0.103388 -0.099561  
Smoker                -0.162795 -0.124594  
Stroke                -0.076052 -0.128855  
HeartDiseaseorAttack  -0.099750 -0.141089  
PhysActivity           0.200534  0.199237  
Fruits                 0.110232  0.079858  
Veggies                0.154222  0.151070  
HvyAlcoholConsump      0.024159  0.053442  
AnyHealthcare          0.122660  0.158662  
NoDocbcCost           -0.099976 -0.202085  
GenHlth               -0.284163 -0.369227  
MentHlth              -0.101113 -0.208412  
PhysHlth              -0.154565 -0.265985  
DiffWalk              -0.192087 -0.319659  
Sex                    0.018877  0.126029  
Age                   -0.102363 -0.127816  
Education              1.000000  0.448332  
Income                 0.448332  1.000000  

[22 rows x 22 columns]

Analiza visokih VIF vrednosti

• Education (VIF = 29.64):
  Zelo visoka VIF vrednost pomeni, da je Education močno povezana z drugimi spremenljivkami. Korelacijska matrika kaže, da je Education močno povezana z: Income (r = 0.45): Višja izobrazba je pogosto povezana z višjim dohodkom. PhysActivity (r = 0.20): Višja izobrazba je lahko povezana z bolj zdravim načinom življenja.
  Ukrep: mogoče izločim education pri optimiziranju

• CholCheck (VIF = 22.97):
  Korelacijska matrika kaže, da CholCheck nima močnih povezav z drugimi spremenljivkami (največ r ≈ 0.12 z AnyHealthcare). Visoka VIF vrednost je morda posledica interakcije z večimi šibko povezanimi spremenljivkami.
  Ukrep: pusti spremenljivko v modelu, razen če ugotoviš, da zmanjšuje napovedno zmogljivost

• AnyHealthcare (VIF = 20.88):
  AnyHealthcare je šibko povezana z CholCheck (r = 0.12) in z Income (r = 0.16).
  Ukrep: pusti spremenljivko, razen če ugotoviš, da zmanjšuje napovedno zmogljivost

• BMI (VIF = 18.16):
  BMI je močno povezan z: GenHlth (r = 0.23): ITM vpliva na samooceno zdravja. DiffWalk (r = 0.20): Visok ITM je pogosto povezan s težavami pri hoji.
  Ukrep: pusti spremenljivko, saj je ključna za zdravstveno analizo.

• Income (VIF = 14.25):
  Income je močno povezan z: Education (r = 0.45): Povezanost dohodka in izobrazbe je pričakovana. PhysActivity (r = 0.20): Dohodek lahko omogoča več fizičnih aktivnosti.
  Ukrep: mogoče izločim to spremenljivko namesto education

• GenHlth (VIF = 10.68):
  Močno povezano z: PhysHlth (r = 0.52): Samoocena zdravja je pričakovano povezana s fizičnim zdravjem. DiffWalk (r = 0.46): Težave pri hoji vplivajo na splošno zdravje (še posebej pri samooceni za zdravstveno stanje).
  Ukrep: mogoče bi to spremenljivko izpustil pri optimizaciji modelov, saj je ta ocena odvisna od osebe in je subjektivna

Dva primera optimizacije in njene spremenljivke

Večina spremenljivk imam nominalnih, vključno z odvisno spremenljivko.
Ostale pa so BMI (1 - 9999), MenHlth (0-30), PhysHlth (0-30), ki so kvantitativne,
GenHlth (1-5), Age (1-13), Education (1-6) in Income (1-8) pa so ordinalne spremenljivke. (Max 13)

"Naredite regresijski model in vsaj en inteligentni model, ki vam na osnovi vseh neodvisnih spremenljivk napoveduje odvisno spremenljivko. Optimizirajte model tako, da odstranite spremenljivke, ki niso statistično značilno pomembne. Opišite model. (za vsak primer posebej)"

• Optimizacija 1 - Napovedni model za diabetis (Verjetnost ali oseba ima diabetis glede na vhodne podatke)

  Odvisna spremenljivka: Diabetis_012
  Neodvisna spremenljivka: ostale spremenljivke v predobdelani bazi

Logistic regression in RandomForest (ali pa namesto foresta neka osnovna kovnolucijska mreža ki bo dobro napovedovala diabetis glede na moje podatke iz baze) Optimizacije mislim da moram narediti tako da se osredotočim na spremenljivke iz baze, ki najbolj vplivajo na to ali oseba ima diabetis ali pa ne. Za to bi moral uporabiti statistične teste na bazi da ugotovim katera spremenljivka najbolj vpliva na diabetis kot odvisno spremenljivko.

• Optimizacija 2 - Model, ki pacientu v stanju prediabetik pove kaj mora spremeniti, da bo (verjetno) prešel v stanje nediabetika

from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.feature_selection import RFE
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import classification_report, accuracy_score, confusion_matrix
import seaborn as sns
import matplotlib.pyplot as plt
import pandas as pd
import matplotlib.colors as mcolors

custom_cmap = mcolors.LinearSegmentedColormap.from_list(
    'custom_blue_green', ['lime', 'cyan', 'blue']
)

filtered_data = pd.read_csv('filtered_diabetes_02_health_indicators_BRFSS2015_249049.csv')

X = filtered_data.drop('Diabetes_012', axis=1)  # Vse spremenljivke razen Diabetes_012
y = filtered_data['Diabetes_012']  # Odvisna spremenljivka

X_train, X_test, y_train_reduced, y_test_reduced = train_test_split(X, y, test_size=0.3, random_state=42)

#Logistična regresija
log_reg = LogisticRegression(max_iter=1000)
log_reg.fit(X_train, y_train_reduced)

y_pred_log = log_reg.predict(X_test)

print("Rezultati logistične regresije:")
print(classification_report(y_test_reduced, y_pred_log))
print("Točnost modela:", accuracy_score(y_test_reduced, y_pred_log))

#Confusion matrix logističe regresije
conf_matrix_log = confusion_matrix(y_test_reduced, y_pred_log)
sns.heatmap(conf_matrix_log, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Diabetik'])
plt.title('Matrika zmede - Logistična regresija')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()

Rezultati logistične regresije:
              precision    recall  f1-score   support

           0       0.88      0.98      0.92     64038
           2       0.54      0.17      0.26     10677

    accuracy                           0.86     74715
   macro avg       0.71      0.57      0.59     74715
weighted avg       0.83      0.86      0.83     74715

Točnost modela: 0.8608043900153918

#Random forest
rf_model = RandomForestClassifier(random_state=42)
rf_model.fit(X_train, y_train_reduced)

# Napovedi na testnih podatkih
y_pred_rf = rf_model.predict(X_test)

# Rezultati Random Forest
print("Rezultati Random Forest:")
print(classification_report(y_test_reduced, y_pred_rf))
print("Točnost modela:", accuracy_score(y_test_reduced, y_pred_rf))

# Vizualiziraj matriko zmede (confusion matrix)
conf_matrix_rf = confusion_matrix(y_test_reduced, y_pred_rf)
sns.heatmap(conf_matrix_rf, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Diabetik'])
plt.title('Matrika zmede - Random Forest')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()

Rezultati Random Forest:
              precision    recall  f1-score   support

           0       0.88      0.97      0.92     64038
           2       0.50      0.20      0.28     10677

    accuracy                           0.86     74715
   macro avg       0.69      0.58      0.60     74715
weighted avg       0.82      0.86      0.83     74715

Točnost modela: 0.8573111155725088

Optimizacija problema 1

#Spremenljivke ki imajo najmanjsi vpliv glede na statistične teste (ampak so še vseeeno statistično signifikantne)
# X_reduced = X.drop(['CholCheck', 'Smoker', 'Veggies', 'HvyAlcoholConsump', 'Fruits', 'MentHlth', 'NoDocbcCost', 'Sex', 'AnyHealthcare'], axis=1)

#Spremenljivke ki imajo negativno korelacijo z odvisno spremenljivko
# X_reduced = X.drop(['Income', 'Education', 'PhysActivity', 'Veggies', 'HvyAlcoholConsump'], axis=1)

#Spremenljivke, ki imajo VIF nad 10
# X_reduced = X.drop(['Education', 'CholCheck', 'AnyHealthcare', 'BMI', 'Income', 'GenHlth'], axis=1)

#Spremenljivke, ki imajo VIF nad 5 (isto kot prej samo dodal Age in Veggies)
X_reduced = X.drop(['Education', 'CholCheck', 'AnyHealthcare', 'BMI', 'Income', 'GenHlth', 'Age', 'Veggies'], axis=1)

X_train_reduced, X_test_reduced, y_train_reduced, y_test_reduced = train_test_split(X_reduced, y, test_size=0.3, random_state=42)

#Logistična regresija
log_reg_reduced = LogisticRegression(max_iter=1000)
log_reg_reduced.fit(X_train_reduced, y_train_reduced)

y_pred_log_reduced = log_reg_reduced.predict(X_test_reduced)

print("Rezultati logistične regresije (optimiziran):")
print(classification_report(y_test_reduced, y_pred_log_reduced))
print("Točnost modela:", accuracy_score(y_test_reduced, y_pred_log_reduced))

# # Vpliv preostalih spremenljivk na napoved (koeficienti)
# coefficients_reduced = pd.DataFrame({
#     'Spremenljivka': X_reduced.columns,
#     'Utež': log_reg_reduced.coef_[0]
# }).sort_values(by='Utež', ascending=True)
# print(coefficients_reduced)

#matrika zmede
conf_matrix_log_reduced = confusion_matrix(y_test_reduced, y_pred_log_reduced)
sns.heatmap(conf_matrix_log_reduced, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Diabetik'])
plt.title('Matrika zmede - Logistična regresija (optimiziran)')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()

#Random Forest
rf_reduced = RandomForestClassifier(random_state=42)
rf_reduced.fit(X_train_reduced, y_train_reduced)

y_pred_rf_reduced = rf_reduced.predict(X_test_reduced)

print("Rezultati Random Forest (optimiziran):")
print(classification_report(y_test_reduced, y_pred_rf_reduced))
print("Točnost modela:", accuracy_score(y_test_reduced, y_pred_rf_reduced))

# # Pomembnost spremenljivk pri Random Forest
# feature_importances = pd.DataFrame({
#     'Spremenljivka': X_reduced.columns,
#     'Pomembnost': rf_reduced.feature_importances_
# }).sort_values(by='Pomembnost', ascending=False)
# print(feature_importances)

# Confusion matrix za Random Forest
conf_matrix_rf = confusion_matrix(y_test_reduced, y_pred_rf_reduced)
sns.heatmap(conf_matrix_rf, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Diabetik'])
plt.title('Matrika zmede - Random Forest (optimiziran)')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()

Rezultati logistične regresije (optimiziran):
              precision    recall  f1-score   support

           0       0.87      0.98      0.92     64038
           2       0.51      0.10      0.16     10677

    accuracy                           0.86     74715
   macro avg       0.69      0.54      0.54     74715
weighted avg       0.82      0.86      0.81     74715

Točnost modela: 0.8577126413705414

Rezultati Random Forest (optimiziran):
              precision    recall  f1-score   support

           0       0.87      0.97      0.92     64038
           2       0.40      0.13      0.20     10677

    accuracy                           0.85     74715
   macro avg       0.63      0.55      0.56     74715
weighted avg       0.80      0.85      0.81     74715

Točnost modela: 0.8475406544870508

Problem 2

Natrenirati model, ki uporablja originalno bazo. Model bi naj osebam, ki so prediabetiki predlagal, kaj naj spremenijo, da več ne bodo v nevarnosti, da bi potencialno dobili sladkorno bolezen.

import pandas as pd
from sklearn.preprocessing import MinMaxScaler
from sklearn.model_selection import train_test_split
from sklearn.metrics import classification_report, confusion_matrix
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
import matplotlib.pyplot as plt
import matplotlib.colors as mcolors
import seaborn as sns

custom_cmap = mcolors.LinearSegmentedColormap.from_list(
    'custom_blue_green', ['lime', 'cyan', 'blue']
)

file_path = 'diabetes_012_health_indicators_BRFSS2015_253680.csv'
original_data = pd.read_csv(file_path)
print(original_data['Diabetes_012'].value_counts())

#Izbris diabetikov
filtered_data = original_data[original_data['Diabetes_012'] != 2]
print(filtered_data['Diabetes_012'].value_counts())
filtered_data.to_csv('diabetes_01_health_indicators_BRFSS2015_218334.csv', index=False)
print("Filtrirani podatki so shranjeni v datoteko 'diabetes_01_health_indicators_BRFSS2015_218334.csv'.")

# Neodvisne in odvisne spremenljivke
X = original_data.drop('Diabetes_012', axis=1) #neodvisne spremenljivke
y = original_data['Diabetes_012'] #ciljna spremenljivka

# Delitev podatkov na učne in testne
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)

#Normalizacija kvantiativnih spremenljivk
quantitative_vars = ["BMI", "MentHlth", "PhysHlth"]
scaler = MinMaxScaler()
# data[quantitative_vars] = scaler.fit_transform(data[quantitative_vars])
X_train[quantitative_vars] = scaler.fit_transform(X_train[quantitative_vars])
X_test[quantitative_vars] = scaler.transform(X_test[quantitative_vars])

# Model logistične regresije
log_reg = LogisticRegression(max_iter=1000, class_weight='balanced')
log_reg.fit(X_train, y_train)

# Model Random Forest
rf_model = RandomForestClassifier(random_state=42, class_weight='balanced')
rf_model.fit(X_train, y_train)

# Napovedi in evalvacija - Logistična regresija
y_pred_log = log_reg.predict(X_test)
print("Logistična regresija:")
print(classification_report(y_test, y_pred_log))

conf_matrix_lr = confusion_matrix(y_test, y_pred_log)
sns.heatmap(conf_matrix_lr, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Prediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Prediabetik'])
plt.title('Matrika zmede - Logistična regresija')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()


# Napovedi in evalvacija - Random Forest
y_pred_rf = rf_model.predict(X_test)
print("Random Forest:")
print(classification_report(y_test, y_pred_rf))

conf_matrix_rf = confusion_matrix(y_test, y_pred_rf)
sns.heatmap(conf_matrix_rf, annot=True, fmt='d', cmap=custom_cmap, xticklabels=['Nediabetik', 'Prediabetik', 'Diabetik'], yticklabels=['Nediabetik', 'Prediabetik'])
plt.title('Matrika zmede - Random Forest')
plt.xlabel('Napoved')
plt.ylabel('Dejanska')
plt.show()

Diabetes_012
0    213703
2     35346
1      4631
Name: count, dtype: int64
Diabetes_012
0    213703
1      4631
Name: count, dtype: int64
Filtrirani podatki so shranjeni v datoteko 'diabetes_01_health_indicators_BRFSS2015_218334.csv'.
Logistična regresija:
              precision    recall  f1-score   support

           0       0.95      0.66      0.78     64180
           1       0.03      0.31      0.06      1425
           2       0.35      0.59      0.44     10499

    accuracy                           0.65     76104
   macro avg       0.44      0.52      0.43     76104
weighted avg       0.85      0.65      0.72     76104

Random Forest:
              precision    recall  f1-score   support

           0       0.86      0.97      0.91     64180
           1       0.01      0.00      0.00      1425
           2       0.45      0.16      0.24     10499

    accuracy                           0.84     76104
   macro avg       0.44      0.38      0.38     76104
weighted avg       0.79      0.84      0.80     76104

Analiza uteži pri LR in pomembnosti značilk pri RF

#filtrirana podatkovna baza
file_path = 'diabetes_01_health_indicators_BRFSS2015_218334.csv'
data_filtered = pd.read_csv(file_path)

X = data_filtered.drop('Diabetes_012', axis=1)  # Neodvisne spremenljivke
y = data_filtered['Diabetes_012']               # Odvisna spremenljivka

log_reg_binary = LogisticRegression(max_iter=1000, class_weight='balanced')
rf_model_binary = RandomForestClassifier(random_state=42)

log_reg_binary.fit(X, y)
rf_model_binary.fit(X, y)

#analiza uteži (Logistična regresija)
coefficients = pd.DataFrame({
    'Spremenljivka': X.columns,
    'Utež': log_reg_binary.coef_[0]
}).sort_values(by='Utež', ascending=False)
print("Logistična regresija - uteži:")
print(coefficients)

#analiza pomembnosti značilk (Random Forest)
feature_importances = pd.DataFrame({
    'Spremenljivka': X.columns,
    'Pomembnost': rf_model_binary.feature_importances_
}).sort_values(by='Pomembnost', ascending=False)
print("Random Forest - pomembnost značilk:")
print(feature_importances)

Logistična regresija - uteži:
           Spremenljivka      Utež
2              CholCheck  0.843757
1               HighChol  0.591530
12           NoDocbcCost  0.418703
0                 HighBP  0.372593
13               GenHlth  0.324852
18                   Age  0.140091
17                   Sex  0.079128
3                    BMI  0.061593
14              MentHlth  0.007769
15              PhysHlth -0.004535
8                 Fruits -0.016763
6   HeartDiseaseorAttack -0.028357
4                 Smoker -0.037505
7           PhysActivity -0.044250
9                Veggies -0.044735
11         AnyHealthcare -0.058455
16              DiffWalk -0.067210
19             Education -0.069875
20                Income -0.077635
5                 Stroke -0.117315
10     HvyAlcoholConsump -0.201951
Random Forest - pomembnost značilk:
           Spremenljivka  Pomembnost
3                    BMI    0.187501
18                   Age    0.127075
20                Income    0.103510
15              PhysHlth    0.087202
19             Education    0.076701
14              MentHlth    0.075223
13               GenHlth    0.052249
4                 Smoker    0.038969
8                 Fruits    0.038174
17                   Sex    0.037686
9                Veggies    0.029236
7           PhysActivity    0.028366
6   HeartDiseaseorAttack    0.018887
16              DiffWalk    0.017721
12           NoDocbcCost    0.015127
0                 HighBP    0.014206
1               HighChol    0.013214
5                 Stroke    0.012314
10     HvyAlcoholConsump    0.011632
11         AnyHealthcare    0.010432
2              CholCheck    0.004576

Logistična regresija

Pozitivne uteži: Pokažejo značilke, ki povečujejo verjetnost prediabetika (Diabetes_012 = 1), ko se njihove vrednosti povečujejo.
    Največji vpliv: CholCheck (0.770), HighChol (0.575), HighBP (0.397).
    Te značilke kažejo, da imajo osebe, ki so preverile holesterol in imajo visok holesterol ali visok krvni pritisk, večjo verjetnost prediabetesa.
Negativne uteži: Pokažejo značilke, ki zmanjšujejo verjetnost prediabetika, ko se njihove vrednosti povečujejo.
    Najnižji vpliv: HvyAlcoholConsump (-0.143), Stroke (-0.121), AnyHealthcare (-0.077).
    To nakazuje, da so osebe z zdravstvenim zavarovanjem ali tiste, ki ne uživajo alkohola, manj verjetno prediabetiki.

Random Forest

Najbolj pomembne značilke:
    BMI (18.8%): Telesna masa je najmočnejši napovednik.
    Age (12.7%): Starost ima prav tako velik vpliv.
    Income (10.3%): Dohodek vpliva na zdrav življenjski slog in prehrano.

Najmanj pomembne značilke:
    CholCheck (0.5%), AnyHealthcare (1.0%): Te značilke model šteje za manj pomembne.

---

Razlike med modeli:

Logistična regresija ocenjuje CholCheck kot najpomembnejšo značilko, medtem ko jo Random Forest uvršča na dno.
BMI in Age sta pri Random Forest bistveno bolj pomembna kot pri logistični regresiji.

Konsistentne značilke:

Značilke, kot so BMI, Age, Income, so ključne za oba modela, kar potrjuje njihovo pomembnost.

Binarna modela za priporočila prediabetikom

import pandas as pd
import numpy as np

# Osredotočimo se na prediabetike
prediabetics = data_filtered[data_filtered['Diabetes_012'] == 1].copy()
print(prediabetics['Diabetes_012'].value_counts())
prediabetics.to_csv('prediabetic_only.csv', index=False)

# Sprememba izbranih značilk za analizo
# selected_features = ['BMI', 'HighBP', 'HighChol', 'PhysActivity']  # Značilke za simulacijo
# Širši obseg in več značilk
selected_features = X.columns.tolist()
# step_size = 0.05  # Velikost koraka za spremembo značilke
step_size = 1

recommendations = []

max_iterations = 21  # Nastavimo največje dovoljeno število iteracij
for index, row in prediabetics.iterrows():
    modified_row = row.copy()
    previous_proba = log_reg_binary.predict_proba(pd.DataFrame([modified_row[X.columns]], columns=X.columns))[0]
    print(previous_proba)
    iteration = 0  # Števec iteracij
    
    while iteration < max_iterations:
        improved = False  # Sledenje, če je prišlo do izboljšanja
        
        for feature in selected_features:
            for direction in [-1, 1]:  # Znižanje ali povišanje
                temp_row = modified_row.copy()
                temp_row[feature] += direction * step_size
                
                #kvantitativne spremenljivke
                if feature == 'BMI':
                    temp_row[feature] = temp_row[feature].clip(0, 9999)
                elif feature in ['MenHlth', 'PhysHlth']:
                    temp_row[feature] = temp_row[feature].clip(0, 30)

                #ordinalne spremenljivke
                elif feature == 'GenHlth':
                    temp_row[feature] = temp_row[feature].clip(1, 5)
                elif feature == 'Age':
                    temp_row[feature] = temp_row[feature].clip(1, 13)
                elif feature == 'Education':
                    temp_row[feature] = temp_row[feature].clip(1, 6)
                elif feature == 'Income':
                    temp_row[feature] = temp_row[feature].clip(1, 8)

                #nominalne spremenljivke
                elif feature in ['HighBP', 'HighChol', 'PhysActivity', 'CholCheck', 'Smoker', 'Stroke', 'HeartDiseaseorAttack', 'Fruits', 'Veggies', 'HvyAlcoholConsump', 'AnyHealthcare', 'NoDocbcCost', 'DiffWalk', 'Sex']:
                    temp_row[feature] = temp_row[feature].clip(0, 1)
                
                # Preveri novo napoved
                proba = log_reg_binary.predict_proba(pd.DataFrame([temp_row[X.columns]], columns=X.columns))[0]
                
                if proba[0] > previous_proba[0]:  # Če je izboljšanje, posodobi
                    modified_row = temp_row
                    previous_proba = proba
                    improved = True  # Označi, da je prišlo do izboljšanja
                    
        # Če dosežemo prag za nediabetika, zaključimo
        if previous_proba[0] > 0.8:
            print(f"After improvements {previous_proba} probability")
            recommendations.append({
                'Index': index,
                'Modified Row': modified_row,
                'Probability (Nediabetik)': previous_proba
            })
            break
        
        # Če ni več izboljšav, končaj zanko
        if not improved:
            break
        
        iteration += 1  # Povečaj števec iteracij

# Pretvori priporočila v DataFrame
recommendations_df = pd.DataFrame(recommendations)

# Preveri, če obstajajo rezultati
if not recommendations_df.empty:
    recommendations_df.sort_values(by=['Index'], ascending=True, inplace=True)
    print(f"Število priporočil: {len(recommendations)}")
    
    output_file = 'prediabetic_recommendations.csv'
    recommendations_df.to_csv(output_file, index=False)
    print(f"Priporočila so bila shranjena v datoteko: {output_file}")
else:
    print("Ni priporočil za nobenega prediabetika.")

Diabetes_012
1    4631
Name: count, dtype: int64
[0.15824708 0.84175292]
After improvements [0.83509805 0.16490195] probability
[0.33177721 0.66822279]
After improvements [0.91579604 0.08420396] probability
[0.43614376 0.56385624]
After improvements [0.93542167 0.06457833] probability
[0.13455084 0.86544916]
After improvements [0.82668703 0.17331297] probability
[0.28234994 0.71765006]
After improvements [0.86796223 0.13203777] probability
[0.29431576 0.70568424]
After improvements [0.92452719 0.07547281] probability
[0.35887545 0.64112455]
After improvements [0.86864296 0.13135704] probability
[0.2204002 0.7795998]
After improvements [0.84909017 0.15090983] probability
[0.17269064 0.82730936]
After improvements [0.87840598 0.12159402] probability
[0.2250033 0.7749967]
After improvements [0.87412234 0.12587766] probability
[0.32048532 0.67951468]
After improvements [0.8211828 0.1788172] probability
[0.29490625 0.70509375]
After improvements [0.80007673 0.19992327] probability
[0.13961844 0.86038156]
After improvements [0.82887625 0.17112375] probability
[0.25949477 0.74050523]
After improvements [0.88118711 0.11881289] probability
[0.19312004 0.80687996]
After improvements [0.82826206 0.17173794] probability
[0.21081825 0.78918175]
After improvements [0.82684617 0.17315383] probability
[0.57646144 0.42353856]
After improvements [0.90492661 0.09507339] probability
[0.24121864 0.75878136]
After improvements [0.86397232 0.13602768] probability
[0.31583577 0.68416423]
After improvements [0.81938522 0.18061478] probability
[0.65791518 0.34208482]
After improvements [0.93420952 0.06579048] probability
[0.55598943 0.44401057]
After improvements [0.94758719 0.05241281] probability
[0.22668537 0.77331463]
After improvements [0.80350568 0.19649432] probability
[0.26208947 0.73791053]
After improvements [0.81330496 0.18669504] probability
[0.2475746 0.7524254]
After improvements [0.90652614 0.09347386] probability
[0.39467529 0.60532471]
After improvements [0.92348132 0.07651868] probability
[0.32010556 0.67989444]
After improvements [0.82243163 0.17756837] probability
[0.55504433 0.44495567]
After improvements [0.9581189 0.0418811] probability
[0.4795888 0.5204112]
After improvements [0.91476942 0.08523058] probability
[0.45733603 0.54266397]
After improvements [0.94018132 0.05981868] probability
[0.49991934 0.50008066]
After improvements [0.92663743 0.07336257] probability
[0.22279861 0.77720139]
After improvements [0.88559953 0.11440047] probability
[0.28537549 0.71462451]
After improvements [0.85098952 0.14901048] probability
[0.13132009 0.86867991]
After improvements [0.81549462 0.18450538] probability
[0.54853198 0.45146802]
After improvements [0.88475596 0.11524404] probability
[0.59489962 0.40510038]
After improvements [0.92344358 0.07655642] probability
[0.14337013 0.85662987]
After improvements [0.83858206 0.16141794] probability
[0.31688688 0.68311312]
After improvements [0.90370455 0.09629545] probability
[0.19962578 0.80037422]
After improvements [0.81341115 0.18658885] probability
[0.35374876 0.64625124]
After improvements [0.91245353 0.08754647] probability
[0.23678938 0.76321062]
After improvements [0.82802956 0.17197044] probability
[0.46235 0.53765]
After improvements [0.93756647 0.06243353] probability
[0.26009183 0.73990817]
After improvements [0.88301184 0.11698816] probability
[0.30702533 0.69297467]
After improvements [0.92152551 0.07847449] probability
[0.14026747 0.85973253]
After improvements [0.86068124 0.13931876] probability
[0.15117483 0.84882517]
After improvements [0.85998115 0.14001885] probability
[0.44340911 0.55659089]
After improvements [0.88363458 0.11636542] probability
[0.58955111 0.41044889]
After improvements [0.94485223 0.05514777] probability
[0.41623249 0.58376751]
After improvements [0.89212863 0.10787137] probability
[0.18679966 0.81320034]
After improvements [0.81417265 0.18582735] probability
[0.22584035 0.77415965]
After improvements [0.83396931 0.16603069] probability
[0.38726808 0.61273192]
After improvements [0.93406496 0.06593504] probability
[0.73624026 0.26375974]
After improvements [0.94680401 0.05319599] probability
[0.51999461 0.48000539]
After improvements [0.95131444 0.04868556] probability
[0.63344235 0.36655765]
After improvements [0.9129745 0.0870255] probability
[0.17291437 0.82708563]
After improvements [0.85938793 0.14061207] probability
[0.47638238 0.52361762]
After improvements [0.91210612 0.08789388] probability
[0.57339012 0.42660988]
After improvements [0.96387195 0.03612805] probability
[0.07747584 0.92252416]
After improvements [0.86170804 0.13829196] probability
[0.72815127 0.27184873]
After improvements [0.96606903 0.03393097] probability
[0.40180784 0.59819216]
After improvements [0.92827906 0.07172094] probability
[0.23492874 0.76507126]
After improvements [0.86933766 0.13066234] probability
[0.75744962 0.24255038]
After improvements [0.95775853 0.04224147] probability
[0.54960183 0.45039817]
After improvements [0.90175992 0.09824008] probability
[0.38263963 0.61736037]
After improvements [0.88858493 0.11141507] probability
[0.55252479 0.44747521]
After improvements [0.91164993 0.08835007] probability
[0.37729688 0.62270312]
After improvements [0.91210759 0.08789241] probability
[0.39192621 0.60807379]
After improvements [0.89286824 0.10713176] probability
[0.48326984 0.51673016]
After improvements [0.93104936 0.06895064] probability
[0.10373292 0.89626708]
After improvements [0.81806645 0.18193355] probability
[0.31705906 0.68294094]
After improvements [0.90294757 0.09705243] probability
[0.38167314 0.61832686]
After improvements [0.88973341 0.11026659] probability
[0.34250252 0.65749748]
After improvements [0.90823562 0.09176438] probability
[0.23851293 0.76148707]
After improvements [0.82992067 0.17007933] probability
[0.21881522 0.78118478]
After improvements [0.86732337 0.13267663] probability
[0.22346511 0.77653489]
After improvements [0.87418431 0.12581569] probability
[0.58563776 0.41436224]
After improvements [0.94670074 0.05329926] probability
[0.26751195 0.73248805]
After improvements [0.86687476 0.13312524] probability
[0.17266068 0.82733932]
After improvements [0.86946785 0.13053215] probability
[0.24001939 0.75998061]
After improvements [0.87550075 0.12449925] probability
[0.45365691 0.54634309]
After improvements [0.93656963 0.06343037] probability
[0.38890735 0.61109265]
After improvements [0.85933878 0.14066122] probability
[0.35293607 0.64706393]
After improvements [0.8133883 0.1866117] probability
[0.20011494 0.79988506]
After improvements [0.81351913 0.18648087] probability
[0.31676153 0.68323847]
After improvements [0.8612101 0.1387899] probability
[0.4733543 0.5266457]
After improvements [0.89025494 0.10974506] probability
[0.42260342 0.57739658]
After improvements [0.88606695 0.11393305] probability
[0.05607217 0.94392783]
After improvements [0.81506851 0.18493149] probability
[0.14231962 0.85768038]
After improvements [0.84637181 0.15362819] probability
[0.12059143 0.87940857]
After improvements [0.88728029 0.11271971] probability
[0.19475183 0.80524817]
After improvements [0.8239211 0.1760789] probability
[0.54618537 0.45381463]
After improvements [0.94013178 0.05986822] probability
[0.08886665 0.91113335]
After improvements [0.84787487 0.15212513] probability
[0.73814301 0.26185699]
After improvements [0.95227994 0.04772006] probability
[0.34501932 0.65498068]
After improvements [0.88021507 0.11978493] probability
[0.31526847 0.68473153]
After improvements [0.8912678 0.1087322] probability
[0.50599889 0.49400111]
After improvements [0.93566184 0.06433816] probability
[0.20905089 0.79094911]
After improvements [0.82058952 0.17941048] probability
[0.40592444 0.59407556]
After improvements [0.9227076 0.0772924] probability
[0.22160298 0.77839702]
After improvements [0.82385822 0.17614178] probability
[0.17811303 0.82188697]
After improvements [0.86296037 0.13703963] probability
[0.30831282 0.69168718]
After improvements [0.83663192 0.16336808] probability
[0.3005493 0.6994507]
After improvements [0.80372808 0.19627192] probability
[0.6602563 0.3397437]
After improvements [0.94887957 0.05112043] probability
[0.64003259 0.35996741]
After improvements [0.95604365 0.04395635] probability
[0.3116812 0.6883188]
After improvements [0.90528856 0.09471144] probability
[0.45293387 0.54706613]
After improvements [0.84141105 0.15858895] probability
[0.54000282 0.45999718]
After improvements [0.94242361 0.05757639] probability
[0.36097006 0.63902994]
After improvements [0.88353366 0.11646634] probability
[0.18001466 0.81998534]
After improvements [0.80442618 0.19557382] probability
[0.58737144 0.41262856]
After improvements [0.94061524 0.05938476] probability
[0.32230365 0.67769635]
After improvements [0.89727916 0.10272084] probability
[0.36233119 0.63766881]
After improvements [0.91413257 0.08586743] probability
[0.30499369 0.69500631]
After improvements [0.87805132 0.12194868] probability
[0.60512242 0.39487758]
After improvements [0.94168951 0.05831049] probability
[0.31566259 0.68433741]
After improvements [0.84733961 0.15266039] probability
[0.43095627 0.56904373]
After improvements [0.9269629 0.0730371] probability
[0.38340885 0.61659115]
After improvements [0.93421395 0.06578605] probability
[0.30713794 0.69286206]
After improvements [0.89375452 0.10624548] probability
[0.31551487 0.68448513]
After improvements [0.89552487 0.10447513] probability
[0.60270996 0.39729004]
After improvements [0.90754952 0.09245048] probability
[0.51241988 0.48758012]
After improvements [0.91184284 0.08815716] probability
[0.15355284 0.84644716]
After improvements [0.80921185 0.19078815] probability
[0.64839527 0.35160473]
After improvements [0.93544876 0.06455124] probability
[0.61198769 0.38801231]
After improvements [0.94504074 0.05495926] probability
[0.30342529 0.69657471]
After improvements [0.8924034 0.1075966] probability
[0.37704995 0.62295005]
After improvements [0.80532152 0.19467848] probability
[0.43214889 0.56785111]
After improvements [0.92009058 0.07990942] probability
[0.32181074 0.67818926]
After improvements [0.89428186 0.10571814] probability
[0.41976921 0.58023079]
After improvements [0.90083642 0.09916358] probability
[0.36306866 0.63693134]
After improvements [0.81165224 0.18834776] probability
[0.51100037 0.48899963]
After improvements [0.93147733 0.06852267] probability
[0.44788558 0.55211442]
After improvements [0.84597216 0.15402784] probability
[0.30387711 0.69612289]
After improvements [0.800712 0.199288] probability
[0.14815507 0.85184493]
After improvements [0.86265556 0.13734444] probability
[0.59546766 0.40453234]
After improvements [0.94408312 0.05591688] probability
[0.22580092 0.77419908]
After improvements [0.84956025 0.15043975] probability
[0.35528523 0.64471477]
After improvements [0.90430211 0.09569789] probability
[0.57808645 0.42191355]
After improvements [0.93453128 0.06546872] probability
[0.34694795 0.65305205]
After improvements [0.88219209 0.11780791] probability
[0.59214013 0.40785987]
After improvements [0.94013178 0.05986822] probability
[0.18788106 0.81211894]
After improvements [0.80463538 0.19536462] probability
[0.38145026 0.61854974]
After improvements [0.89064278 0.10935722] probability
[0.44074272 0.55925728]
After improvements [0.88856591 0.11143409] probability
[0.59347433 0.40652567]
After improvements [0.91701136 0.08298864] probability
[0.21557182 0.78442818]
After improvements [0.8272016 0.1727984] probability
[0.29934418 0.70065582]
After improvements [0.80805267 0.19194733] probability
[0.43647618 0.56352382]
After improvements [0.88807291 0.11192709] probability
[0.22980081 0.77019919]
After improvements [0.80471366 0.19528634] probability
[0.41079667 0.58920333]
After improvements [0.89914105 0.10085895] probability
[0.32162114 0.67837886]
After improvements [0.93163348 0.06836652] probability
[0.33623507 0.66376493]
After improvements [0.89974482 0.10025518] probability
[0.20014645 0.79985355]
After improvements [0.86196774 0.13803226] probability
[0.36588552 0.63411448]
After improvements [0.85182347 0.14817653] probability
[0.36712177 0.63287823]
After improvements [0.91162202 0.08837798] probability
[0.07853593 0.92146407]
After improvements [0.83918677 0.16081323] probability
[0.11187616 0.88812384]
After improvements [0.86238498 0.13761502] probability
[0.22045635 0.77954365]
After improvements [0.84432804 0.15567196] probability
[0.83949604 0.16050396]
After improvements [0.96396109 0.03603891] probability
[0.54673212 0.45326788]
After improvements [0.92542047 0.07457953] probability
[0.73992594 0.26007406]
After improvements [0.96379891 0.03620109] probability
[0.55790996 0.44209004]
After improvements [0.93698414 0.06301586] probability
[0.52106904 0.47893096]
After improvements [0.9341914 0.0658086] probability
[0.79936794 0.20063206]
After improvements [0.96535323 0.03464677] probability
[0.19969874 0.80030126]
After improvements [0.82975398 0.17024602] probability
[0.24512785 0.75487215]
After improvements [0.87369921 0.12630079] probability
[0.71205432 0.28794568]
After improvements [0.93132519 0.06867481] probability
[0.22942378 0.77057622]
After improvements [0.850051 0.149949] probability
[0.16333663 0.83666337]
After improvements [0.84855163 0.15144837] probability
[0.06653108 0.93346892]
After improvements [0.83773427 0.16226573] probability
[0.62763829 0.37236171]
After improvements [0.93412892 0.06587108] probability
[0.52285556 0.47714444]
After improvements [0.9458627 0.0541373] probability
[0.64398967 0.35601033]
After improvements [0.95676154 0.04323846] probability
[0.23607627 0.76392373]
After improvements [0.85443376 0.14556624] probability
[0.87635194 0.12364806]
After improvements [0.97900796 0.02099204] probability
[0.73909738 0.26090262]
After improvements [0.95277607 0.04722393] probability
[0.4545479 0.5454521]
After improvements [0.8977735 0.1022265] probability
[0.3866926 0.6133074]
After improvements [0.87569256 0.12430744] probability
[0.30527156 0.69472844]
After improvements [0.86836101 0.13163899] probability
[0.47575077 0.52424923]
After improvements [0.8817128 0.1182872] probability
[0.48520838 0.51479162]
After improvements [0.9167116 0.0832884] probability
[0.71568591 0.28431409]
After improvements [0.94645606 0.05354394] probability
[0.82897768 0.17102232]
After improvements [0.96694055 0.03305945] probability
[0.27626983 0.72373017]
After improvements [0.87672208 0.12327792] probability
[0.28295924 0.71704076]
After improvements [0.81304886 0.18695114] probability
[0.59559889 0.40440111]
After improvements [0.94511134 0.05488866] probability
[0.40886739 0.59113261]
After improvements [0.93098454 0.06901546] probability
[0.21674219 0.78325781]
After improvements [0.85037585 0.14962415] probability
[0.75891532 0.24108468]
After improvements [0.96598732 0.03401268] probability
[0.10983002 0.89016998]
After improvements [0.80335075 0.19664925] probability
[0.75196594 0.24803406]
After improvements [0.96584259 0.03415741] probability
[0.10548058 0.89451942]
After improvements [0.85707615 0.14292385] probability
[0.31695203 0.68304797]
After improvements [0.86386681 0.13613319] probability
[0.30647544 0.69352456]
After improvements [0.89016376 0.10983624] probability
[0.63557762 0.36442238]
After improvements [0.91324811 0.08675189] probability
[0.50128027 0.49871973]
After improvements [0.93917323 0.06082677] probability
[0.65203295 0.34796705]
After improvements [0.93516147 0.06483853] probability
[0.30322 0.69678]
After improvements [0.86426838 0.13573162] probability
[0.30875257 0.69124743]
After improvements [0.82815229 0.17184771] probability
[0.72470997 0.27529003]
After improvements [0.91774534 0.08225466] probability
[0.57716357 0.42283643]
After improvements [0.91032248 0.08967752] probability
[0.33628013 0.66371987]
After improvements [0.91392616 0.08607384] probability
[0.32919895 0.67080105]
After improvements [0.88965758 0.11034242] probability
[0.23132991 0.76867009]
After improvements [0.86674141 0.13325859] probability
[0.35845572 0.64154428]
After improvements [0.80602187 0.19397813] probability
[0.34991981 0.65008019]
After improvements [0.90940857 0.09059143] probability
[0.29708972 0.70291028]
After improvements [0.877856 0.122144] probability
[0.4343588 0.5656412]
After improvements [0.91437576 0.08562424] probability
[0.37871412 0.62128588]
After improvements [0.88884194 0.11115806] probability
[0.30353981 0.69646019]
After improvements [0.8806664 0.1193336] probability
[0.3131758 0.6868242]
After improvements [0.90584203 0.09415797] probability
[0.4582285 0.5417715]
After improvements [0.85339495 0.14660505] probability
[0.67631478 0.32368522]
After improvements [0.94171313 0.05828687] probability
[0.18447742 0.81552258]
After improvements [0.87847751 0.12152249] probability
[0.17926779 0.82073221]
After improvements [0.82575864 0.17424136] probability
[0.68503751 0.31496249]
After improvements [0.96378135 0.03621865] probability
[0.17106465 0.82893535]
After improvements [0.85044206 0.14955794] probability
[0.4805708 0.5194292]
After improvements [0.87185986 0.12814014] probability
[0.21234716 0.78765284]
After improvements [0.85321233 0.14678767] probability
[0.30915898 0.69084102]
After improvements [0.90217632 0.09782368] probability
[0.51354014 0.48645986]
After improvements [0.9175271 0.0824729] probability
[0.31338256 0.68661744]
After improvements [0.89612082 0.10387918] probability
[0.14973272 0.85026728]
After improvements [0.86518507 0.13481493] probability
[0.32928812 0.67071188]
After improvements [0.87036535 0.12963465] probability
[0.19347786 0.80652214]
After improvements [0.86211744 0.13788256] probability
[0.23905396 0.76094604]
After improvements [0.8580099 0.1419901] probability
[0.33013724 0.66986276]
After improvements [0.88780704 0.11219296] probability
[0.31892303 0.68107697]
After improvements [0.88965758 0.11034242] probability
[0.51430552 0.48569448]
After improvements [0.93439298 0.06560702] probability
[0.21783785 0.78216215]
After improvements [0.83310474 0.16689526] probability
[0.34021603 0.65978397]
After improvements [0.9051656 0.0948344] probability
[0.47844563 0.52155437]
After improvements [0.94670074 0.05329926] probability
[0.45018721 0.54981279]
After improvements [0.90036032 0.09963968] probability
[0.24875251 0.75124749]
After improvements [0.87532667 0.12467333] probability
[0.68625479 0.31374521]
After improvements [0.9607804 0.0392196] probability
[0.40349992 0.59650008]
After improvements [0.82554292 0.17445708] probability
[0.33863878 0.66136122]
After improvements [0.89556046 0.10443954] probability
[0.24268442 0.75731558]
After improvements [0.86125296 0.13874704] probability
[0.12735609 0.87264391]
After improvements [0.85438195 0.14561805] probability
[0.50682193 0.49317807]
After improvements [0.94408312 0.05591688] probability
[0.15895398 0.84104602]
After improvements [0.8414964 0.1585036] probability
[0.16975043 0.83024957]
After improvements [0.87346456 0.12653544] probability
[0.1019108 0.8980892]
After improvements [0.85997277 0.14002723] probability
[0.33298277 0.66701723]
After improvements [0.90833456 0.09166544] probability
[0.24585933 0.75414067]
After improvements [0.86814007 0.13185993] probability
[0.24258101 0.75741899]
After improvements [0.87114372 0.12885628] probability
[0.27106904 0.72893096]
After improvements [0.81067937 0.18932063] probability
[0.39790479 0.60209521]
After improvements [0.87026805 0.12973195] probability
[0.18658104 0.81341896]
After improvements [0.81369314 0.18630686] probability
[0.69223245 0.30776755]
After improvements [0.95317287 0.04682713] probability
[0.81371801 0.18628199]
After improvements [0.95856056 0.04143944] probability
[0.59143663 0.40856337]
After improvements [0.94891118 0.05108882] probability
[0.47710888 0.52289112]
After improvements [0.93348941 0.06651059] probability
[0.36594714 0.63405286]
After improvements [0.81477915 0.18522085] probability
[0.41937318 0.58062682]
After improvements [0.92227822 0.07772178] probability
[0.3608065 0.6391935]
After improvements [0.89519557 0.10480443] probability
[0.44073127 0.55926873]
After improvements [0.898003 0.101997] probability
[0.21117348 0.78882652]
After improvements [0.87099656 0.12900344] probability
[0.13994895 0.86005105]
After improvements [0.87702737 0.12297263] probability
[0.61865973 0.38134027]
After improvements [0.95442292 0.04557708] probability
[0.40440933 0.59559067]
After improvements [0.90489582 0.09510418] probability
[0.56938474 0.43061526]
After improvements [0.94634741 0.05365259] probability
[0.0667281 0.9332719]
After improvements [0.84230612 0.15769388] probability
[0.64769544 0.35230456]
After improvements [0.92995504 0.07004496] probability
[0.68437849 0.31562151]
After improvements [0.94035832 0.05964168] probability
[0.33301128 0.66698872]
After improvements [0.89899528 0.10100472] probability
[0.38459361 0.61540639]
After improvements [0.88233769 0.11766231] probability
[0.38522314 0.61477686]
After improvements [0.91994701 0.08005299] probability
[0.74088158 0.25911842]
After improvements [0.9560074 0.0439926] probability
[0.88593695 0.11406305]
After improvements [0.97439693 0.02560307] probability
[0.89125693 0.10874307]
After improvements [0.9682784 0.0317216] probability
[0.76472135 0.23527865]
After improvements [0.94330614 0.05669386] probability
[0.31004916 0.68995084]
After improvements [0.88180078 0.11819922] probability
[0.33832977 0.66167023]
After improvements [0.82192911 0.17807089] probability
[0.44837117 0.55162883]
After improvements [0.93820035 0.06179965] probability
[0.25035463 0.74964537]
After improvements [0.85602223 0.14397777] probability
[0.66663535 0.33336465]
After improvements [0.92461857 0.07538143] probability
[0.62861427 0.37138573]
After improvements [0.92475103 0.07524897] probability
[0.26833706 0.73166294]
After improvements [0.85432121 0.14567879] probability
[0.44313598 0.55686402]
After improvements [0.93055858 0.06944142] probability
[0.71887912 0.28112088]
After improvements [0.94350595 0.05649405] probability
[0.42459928 0.57540072]
After improvements [0.901181 0.098819] probability
[0.51048837 0.48951163]
After improvements [0.93917323 0.06082677] probability
[0.4495563 0.5504437]
After improvements [0.93171632 0.06828368] probability
[0.50869843 0.49130157]
After improvements [0.9464507 0.0535493] probability
[0.71620783 0.28379217]
After improvements [0.95116249 0.04883751] probability
[0.27424404 0.72575596]
After improvements [0.87523886 0.12476114] probability
[0.26812199 0.73187801]
After improvements [0.86004808 0.13995192] probability
[0.44518642 0.55481358]
After improvements [0.88459352 0.11540648] probability
[0.4136214 0.5863786]
After improvements [0.93010575 0.06989425] probability
[0.38272262 0.61727738]
After improvements [0.91634106 0.08365894] probability
[0.47962227 0.52037773]
After improvements [0.93854974 0.06145026] probability
[0.39831321 0.60168679]
After improvements [0.9073623 0.0926377] probability
[0.07911419 0.92088581]
After improvements [0.85332017 0.14667983] probability
[0.58750714 0.41249286]
After improvements [0.91122993 0.08877007] probability
[0.38291919 0.61708081]
After improvements [0.8461562 0.1538438] probability
[0.84885821 0.15114179]
After improvements [0.97236395 0.02763605] probability
[0.78263012 0.21736988]
After improvements [0.94972448 0.05027552] probability
[0.19595507 0.80404493]
After improvements [0.82513918 0.17486082] probability
[0.38174313 0.61825687]
After improvements [0.88212793 0.11787207] probability
[0.19822707 0.80177293]
After improvements [0.87738105 0.12261895] probability
[0.51541692 0.48458308]
After improvements [0.9227076 0.0772924] probability
[0.30451108 0.69548892]
After improvements [0.8823396 0.1176604] probability
[0.40437405 0.59562595]
After improvements [0.84794214 0.15205786] probability
[0.28045889 0.71954111]
After improvements [0.85142515 0.14857485] probability
[0.4121411 0.5878589]
After improvements [0.92420001 0.07579999] probability
[0.41011621 0.58988379]
After improvements [0.87588744 0.12411256] probability
[0.30415948 0.69584052]
After improvements [0.87457716 0.12542284] probability
[0.50102105 0.49897895]
After improvements [0.92112335 0.07887665] probability
[0.6177635 0.3822365]
After improvements [0.91973319 0.08026681] probability
[0.27604364 0.72395636]
After improvements [0.82712896 0.17287104] probability
[0.36749332 0.63250668]
After improvements [0.88401266 0.11598734] probability
[0.61804422 0.38195578]
After improvements [0.88965578 0.11034422] probability
[0.4202248 0.5797752]
After improvements [0.89768606 0.10231394] probability
[0.5284475 0.4715525]
After improvements [0.96306417 0.03693583] probability
[0.36420575 0.63579425]
After improvements [0.91536968 0.08463032] probability
[0.78348216 0.21651784]
After improvements [0.96083951 0.03916049] probability
[0.73709198 0.26290802]
After improvements [0.95984966 0.04015034] probability
[0.19550416 0.80449584]
After improvements [0.8306544 0.1693456] probability
[0.40656359 0.59343641]
After improvements [0.89782716 0.10217284] probability
[0.30653521 0.69346479]
After improvements [0.81774829 0.18225171] probability
[0.32107582 0.67892418]
After improvements [0.89498975 0.10501025] probability
[0.26987636 0.73012364]
After improvements [0.83942331 0.16057669] probability
[0.56957936 0.43042064]
After improvements [0.9392184 0.0607816] probability
[0.55964103 0.44035897]
After improvements [0.92500217 0.07499783] probability
[0.38725806 0.61274194]
After improvements [0.92730796 0.07269204] probability
[0.75398895 0.24601105]
After improvements [0.96677357 0.03322643] probability
[0.87164356 0.12835644]
After improvements [0.97836387 0.02163613] probability
[0.38262468 0.61737532]
After improvements [0.88482581 0.11517419] probability
[0.44683633 0.55316367]
After improvements [0.91210612 0.08789388] probability
[0.48090315 0.51909685]
After improvements [0.92240042 0.07759958] probability
[0.5624155 0.4375845]
After improvements [0.93715187 0.06284813] probability
[0.33488411 0.66511589]
After improvements [0.83963341 0.16036659] probability
[0.43537445 0.56462555]
After improvements [0.85478592 0.14521408] probability
[0.38270123 0.61729877]
After improvements [0.89277306 0.10722694] probability
[0.687525 0.312475]
After improvements [0.95643805 0.04356195] probability
[0.40464852 0.59535148]
After improvements [0.9258364 0.0741636] probability
[0.41207277 0.58792723]
After improvements [0.90604848 0.09395152] probability
[0.21970364 0.78029636]
After improvements [0.89468363 0.10531637] probability
[0.31119034 0.68880966]
After improvements [0.85483329 0.14516671] probability
[0.37462309 0.62537691]
After improvements [0.91536866 0.08463134] probability
[0.53547871 0.46452129]
After improvements [0.93105054 0.06894946] probability
[0.08391944 0.91608056]
After improvements [0.86970998 0.13029002] probability
[0.46724619 0.53275381]
After improvements [0.94544539 0.05455461] probability
[0.50145598 0.49854402]
After improvements [0.92955017 0.07044983] probability
[0.30003746 0.69996254]
After improvements [0.85355601 0.14644399] probability
[0.49348268 0.50651732]
After improvements [0.88010904 0.11989096] probability
[0.87018982 0.12981018]
After improvements [0.97766904 0.02233096] probability
[0.75398374 0.24601626]
After improvements [0.93756647 0.06243353] probability
[0.37334244 0.62665756]
After improvements [0.91062455 0.08937545] probability
[0.65193168 0.34806832]
After improvements [0.94107617 0.05892383] probability
[0.33846403 0.66153597]
After improvements [0.85017819 0.14982181] probability
[0.61329578 0.38670422]
After improvements [0.92328797 0.07671203] probability
[0.42113451 0.57886549]
After improvements [0.94639674 0.05360326] probability
[0.86062162 0.13937838]
After improvements [0.97667268 0.02332732] probability
[0.41267482 0.58732518]
After improvements [0.93198846 0.06801154] probability
[0.24952218 0.75047782]
After improvements [0.80082516 0.19917484] probability
[0.15796116 0.84203884]
After improvements [0.881235 0.118765] probability
[0.68666232 0.31333768]
After improvements [0.93224576 0.06775424] probability
[0.65046163 0.34953837]
After improvements [0.94994147 0.05005853] probability
[0.83379102 0.16620898]
After improvements [0.97144079 0.02855921] probability
[0.65533305 0.34466695]
After improvements [0.93245398 0.06754602] probability
[0.11428654 0.88571346]
After improvements [0.81602851 0.18397149] probability
[0.18348621 0.81651379]
After improvements [0.83115082 0.16884918] probability
[0.82560082 0.17439918]
After improvements [0.97729698 0.02270302] probability
[0.31660485 0.68339515]
After improvements [0.90661957 0.09338043] probability
[0.44589419 0.55410581]
After improvements [0.9474618 0.0525382] probability
[0.35390044 0.64609956]
After improvements [0.90817215 0.09182785] probability
[0.46398161 0.53601839]
After improvements [0.94747968 0.05252032] probability
[0.70764424 0.29235576]
After improvements [0.93592017 0.06407983] probability
[0.87315054 0.12684946]
After improvements [0.9463251 0.0536749] probability
[0.59342308 0.40657692]
After improvements [0.94754729 0.05245271] probability
[0.44285384 0.55714616]
After improvements [0.92149887 0.07850113] probability
[0.63121505 0.36878495]
After improvements [0.94754729 0.05245271] probability
[0.7187759 0.2812241]
After improvements [0.94701663 0.05298337] probability
[0.10118783 0.89881217]
After improvements [0.87153783 0.12846217] probability
[0.60694626 0.39305374]
After improvements [0.94109606 0.05890394] probability
[0.59670486 0.40329514]
After improvements [0.90935772 0.09064228] probability
[0.67875239 0.32124761]
After improvements [0.91564264 0.08435736] probability
[0.48259672 0.51740328]
After improvements [0.90187093 0.09812907] probability
[0.4022906 0.5977094]
After improvements [0.89478156 0.10521844] probability
[0.64388844 0.35611156]
After improvements [0.95812325 0.04187675] probability
[0.25956892 0.74043108]
After improvements [0.80435678 0.19564322] probability
[0.37302117 0.62697883]
After improvements [0.91888486 0.08111514] probability
[0.45116794 0.54883206]
After improvements [0.9293975 0.0706025] probability
[0.57388519 0.42611481]
After improvements [0.92838498 0.07161502] probability
[0.65227664 0.34772336]
After improvements [0.95639075 0.04360925] probability
[0.44457916 0.55542084]
After improvements [0.91529066 0.08470934] probability
[0.50826299 0.49173701]
After improvements [0.92301143 0.07698857] probability
[0.53221018 0.46778982]
After improvements [0.92301664 0.07698336] probability
[0.61881593 0.38118407]
After improvements [0.92731105 0.07268895] probability
[0.34283165 0.65716835]
After improvements [0.83507971 0.16492029] probability
[0.4298643 0.5701357]
After improvements [0.944262 0.055738] probability
[0.18917725 0.81082275]
After improvements [0.82149458 0.17850542] probability
[0.60703341 0.39296659]
After improvements [0.92553271 0.07446729] probability
[0.34672425 0.65327575]
After improvements [0.88717399 0.11282601] probability
[0.39279604 0.60720396]
After improvements [0.92669601 0.07330399] probability
[0.54460902 0.45539098]
After improvements [0.86451039 0.13548961] probability
[0.48412405 0.51587595]
After improvements [0.93300728 0.06699272] probability
[0.48964914 0.51035086]
After improvements [0.91501784 0.08498216] probability
[0.25964421 0.74035579]
After improvements [0.91656628 0.08343372] probability
[0.54997101 0.45002899]
After improvements [0.93097107 0.06902893] probability
[0.18343269 0.81656731]
After improvements [0.87734713 0.12265287] probability
[0.34926056 0.65073944]
After improvements [0.8428562 0.1571438] probability
[0.30020532 0.69979468]
After improvements [0.81642031 0.18357969] probability
[0.32599092 0.67400908]
After improvements [0.8752836 0.1247164] probability
[0.239648 0.760352]
After improvements [0.89784904 0.10215096] probability
[0.44737512 0.55262488]
After improvements [0.90516907 0.09483093] probability
[0.72957859 0.27042141]
After improvements [0.96477094 0.03522906] probability
[0.60292374 0.39707626]
After improvements [0.94978964 0.05021036] probability
[0.16553265 0.83446735]
After improvements [0.88337494 0.11662506] probability
[0.66077995 0.33922005]
After improvements [0.95927727 0.04072273] probability
[0.53099742 0.46900258]
After improvements [0.91162349 0.08837651] probability
[0.29038094 0.70961906]
After improvements [0.89200824 0.10799176] probability
[0.34655501 0.65344499]
After improvements [0.8636639 0.1363361] probability
[0.35866524 0.64133476]
After improvements [0.90467353 0.09532647] probability
[0.86160253 0.13839747]
After improvements [0.9736252 0.0263748] probability
[0.24567004 0.75432996]
After improvements [0.90588384 0.09411616] probability
[0.24583147 0.75416853]
After improvements [0.88189252 0.11810748] probability
[0.88044858 0.11955142]
After improvements [0.97876586 0.02123414] probability
[0.82564047 0.17435953]
After improvements [0.97420239 0.02579761] probability
[0.58252328 0.41747672]
After improvements [0.91787541 0.08212459] probability
[0.25806061 0.74193939]
After improvements [0.87532468 0.12467532] probability
[0.45171535 0.54828465]
After improvements [0.92195555 0.07804445] probability
[0.6366995 0.3633005]
After improvements [0.92466603 0.07533397] probability
[0.81455055 0.18544945]
After improvements [0.96145334 0.03854666] probability
[0.12608841 0.87391159]
After improvements [0.82668658 0.17331342] probability
[0.5963426 0.4036574]
After improvements [0.91282491 0.08717509] probability
[0.66129208 0.33870792]
After improvements [0.96411096 0.03588904] probability
[0.49987616 0.50012384]
After improvements [0.94259813 0.05740187] probability
[0.48920449 0.51079551]
After improvements [0.91646022 0.08353978] probability
[0.09543274 0.90456726]
After improvements [0.8608086 0.1391914] probability
[0.25674459 0.74325541]
After improvements [0.87851383 0.12148617] probability
[0.33668297 0.66331703]
After improvements [0.89837823 0.10162177] probability
[0.25338144 0.74661856]
After improvements [0.85160518 0.14839482] probability
[0.6490466 0.3509534]
After improvements [0.92640824 0.07359176] probability
[0.3806616 0.6193384]
After improvements [0.87398843 0.12601157] probability
[0.41732053 0.58267947]
After improvements [0.84426185 0.15573815] probability
[0.54839439 0.45160561]
After improvements [0.92332117 0.07667883] probability
[0.3798485 0.6201515]
After improvements [0.82468584 0.17531416] probability
[0.4720141 0.5279859]
After improvements [0.8599215 0.1400785] probability
[0.4235569 0.5764431]
After improvements [0.90425694 0.09574306] probability
[0.25383428 0.74616572]
After improvements [0.85624797 0.14375203] probability
[0.31382118 0.68617882]
After improvements [0.89347599 0.10652401] probability
[0.64414787 0.35585213]
After improvements [0.95816863 0.04183137] probability
[0.3719564 0.6280436]
After improvements [0.87183271 0.12816729] probability
[0.58760944 0.41239056]
After improvements [0.94180882 0.05819118] probability
[0.67599121 0.32400879]
After improvements [0.96198015 0.03801985] probability
[0.82846698 0.17153302]
After improvements [0.9787192 0.0212808] probability
[0.40702392 0.59297608]
After improvements [0.91562483 0.08437517] probability
[0.40850658 0.59149342]
After improvements [0.90072683 0.09927317] probability
[0.31706898 0.68293102]
After improvements [0.8446854 0.1553146] probability
[0.58295605 0.41704395]
After improvements [0.93354292 0.06645708] probability
[0.61473175 0.38526825]
After improvements [0.93427279 0.06572721] probability
[0.40430209 0.59569791]
After improvements [0.92348132 0.07651868] probability
[0.67387498 0.32612502]
After improvements [0.93328834 0.06671166] probability
[0.39416652 0.60583348]
After improvements [0.92386057 0.07613943] probability
[0.15874291 0.84125709]
After improvements [0.83655047 0.16344953] probability
[0.75605278 0.24394722]
After improvements [0.94846662 0.05153338] probability
[0.42779231 0.57220769]
After improvements [0.89571858 0.10428142] probability
[0.22306677 0.77693323]
After improvements [0.88012041 0.11987959] probability
[0.25087582 0.74912418]
After improvements [0.81716682 0.18283318] probability
[0.17653564 0.82346436]
After improvements [0.86324833 0.13675167] probability
[0.38541759 0.61458241]
After improvements [0.9066596 0.0933404] probability
[0.32598234 0.67401766]
After improvements [0.89951065 0.10048935] probability
[0.50378457 0.49621543]
After improvements [0.93622923 0.06377077] probability
[0.88964049 0.11035951]
After improvements [0.97548849 0.02451151] probability
[0.33067827 0.66932173]
After improvements [0.87211816 0.12788184] probability
[0.57217974 0.42782026]
After improvements [0.89985013 0.10014987] probability
[0.37663649 0.62336351]
After improvements [0.8265378 0.1734622] probability
[0.38331465 0.61668535]
After improvements [0.91248715 0.08751285] probability
[0.161812 0.838188]
After improvements [0.87580239 0.12419761] probability
[0.17648719 0.82351281]
After improvements [0.86834897 0.13165103] probability
[0.56812105 0.43187895]
After improvements [0.94786722 0.05213278] probability
[0.32901693 0.67098307]
After improvements [0.86961891 0.13038109] probability
[0.18144795 0.81855205]
After improvements [0.88211013 0.11788987] probability
[0.21468471 0.78531529]
After improvements [0.81341577 0.18658423] probability
[0.35390516 0.64609484]
After improvements [0.90118263 0.09881737] probability
[0.5299384 0.4700616]
After improvements [0.91258971 0.08741029] probability
[0.61115563 0.38884437]
After improvements [0.92348002 0.07651998] probability
[0.40814826 0.59185174]
After improvements [0.92565813 0.07434187] probability
[0.40645524 0.59354476]
After improvements [0.92924572 0.07075428] probability
[0.45380088 0.54619912]
After improvements [0.94013178 0.05986822] probability
[0.23151015 0.76848985]
After improvements [0.8079669 0.1920331] probability
[0.40578907 0.59421093]
After improvements [0.93468935 0.06531065] probability
[0.491611 0.508389]
After improvements [0.92233869 0.07766131] probability
[0.39378323 0.60621677]
After improvements [0.92225707 0.07774293] probability
[0.18764269 0.81235731]
After improvements [0.85755835 0.14244165] probability
[0.55491043 0.44508957]
After improvements [0.95558413 0.04441587] probability
[0.72601959 0.27398041]
After improvements [0.95755868 0.04244132] probability
[0.26414719 0.73585281]
After improvements [0.86112613 0.13887387] probability
[0.62743986 0.37256014]
After improvements [0.95408994 0.04591006] probability
[0.47783981 0.52216019]
After improvements [0.9044186 0.0955814] probability
[0.57607931 0.42392069]
After improvements [0.91437576 0.08562424] probability
[0.47963048 0.52036952]
After improvements [0.91568192 0.08431808] probability
[0.26337399 0.73662601]
After improvements [0.83252322 0.16747678] probability
[0.36896299 0.63103701]
After improvements [0.91577307 0.08422693] probability
[0.44699977 0.55300023]
After improvements [0.93254071 0.06745929] probability
[0.26895758 0.73104242]
After improvements [0.82067769 0.17932231] probability
[0.10072441 0.89927559]
After improvements [0.82646126 0.17353874] probability
[0.42549597 0.57450403]
After improvements [0.89055381 0.10944619] probability
[0.39255884 0.60744116]
After improvements [0.86609343 0.13390657] probability
[0.2091016 0.7908984]
After improvements [0.82291038 0.17708962] probability
[0.48746481 0.51253519]
After improvements [0.9458934 0.0541066] probability
[0.46726264 0.53273736]
After improvements [0.90237544 0.09762456] probability
[0.84337075 0.15662925]
After improvements [0.97443991 0.02556009] probability
[0.63220713 0.36779287]
After improvements [0.95460077 0.04539923] probability
[0.26937013 0.73062987]
After improvements [0.85956281 0.14043719] probability
[0.40115762 0.59884238]
After improvements [0.90267621 0.09732379] probability
[0.13537008 0.86462992]
After improvements [0.82564155 0.17435845] probability
[0.66776997 0.33223003]
After improvements [0.93586986 0.06413014] probability
[0.42481888 0.57518112]
After improvements [0.92663867 0.07336133] probability
[0.72779372 0.27220628]
After improvements [0.90747914 0.09252086] probability
[0.39202622 0.60797378]
After improvements [0.91582396 0.08417604] probability
[0.48641607 0.51358393]
After improvements [0.84262025 0.15737975] probability
[0.18808447 0.81191553]
After improvements [0.85995651 0.14004349] probability
[0.26302883 0.73697117]
After improvements [0.86012002 0.13987998] probability
[0.83917571 0.16082429]
After improvements [0.97399366 0.02600634] probability
[0.22115279 0.77884721]
After improvements [0.83797243 0.16202757] probability
[0.23529109 0.76470891]
After improvements [0.84274197 0.15725803] probability
[0.50489611 0.49510389]
After improvements [0.87781605 0.12218395] probability
[0.43096446 0.56903554]
After improvements [0.90538582 0.09461418] probability
[0.39707055 0.60292945]
After improvements [0.87485473 0.12514527] probability
[0.64992338 0.35007662]
After improvements [0.94960892 0.05039108] probability
[0.17925802 0.82074198]
After improvements [0.80525601 0.19474399] probability
[0.45686258 0.54313742]
After improvements [0.91760555 0.08239445] probability
[0.16977745 0.83022255]
After improvements [0.85634969 0.14365031] probability
[0.67348138 0.32651862]
After improvements [0.94670074 0.05329926] probability
[0.21301151 0.78698849]
After improvements [0.82909638 0.17090362] probability
[0.64944186 0.35055814]
After improvements [0.94670074 0.05329926] probability
[0.44114376 0.55885624]
After improvements [0.93761692 0.06238308] probability
[0.4116251 0.5883749]
After improvements [0.9034096 0.0965904] probability
[0.20590007 0.79409993]
After improvements [0.80223985 0.19776015] probability
[0.44380315 0.55619685]
After improvements [0.91561038 0.08438962] probability
[0.29896666 0.70103334]
After improvements [0.88813897 0.11186103] probability
[0.53768846 0.46231154]
After improvements [0.90474989 0.09525011] probability
[0.11457486 0.88542514]
After improvements [0.8667911 0.1332089] probability
[0.3950623 0.6049377]
After improvements [0.93593079 0.06406921] probability
[0.35750075 0.64249925]
After improvements [0.91562483 0.08437517] probability
[0.4293665 0.5706335]
After improvements [0.89178838 0.10821162] probability
[0.47770045 0.52229955]
After improvements [0.86702957 0.13297043] probability
[0.48719928 0.51280072]
After improvements [0.9055201 0.0944799] probability
[0.63180575 0.36819425]
After improvements [0.9446117 0.0553883] probability
[0.33388704 0.66611296]
After improvements [0.90867275 0.09132725] probability
[0.45175241 0.54824759]
After improvements [0.93916062 0.06083938] probability
[0.35993557 0.64006443]
After improvements [0.90908745 0.09091255] probability
[0.29309458 0.70690542]
After improvements [0.88824237 0.11175763] probability
[0.25047025 0.74952975]
After improvements [0.86814216 0.13185784] probability
[0.68281603 0.31718397]
After improvements [0.93986754 0.06013246] probability
[0.33124216 0.66875784]
After improvements [0.89214038 0.10785962] probability
[0.66277068 0.33722932]
After improvements [0.95832436 0.04167564] probability
[0.46910642 0.53089358]
After improvements [0.94350595 0.05649405] probability
[0.62879949 0.37120051]
After improvements [0.95693587 0.04306413] probability
[0.43726436 0.56273564]
After improvements [0.94496152 0.05503848] probability
[0.47422549 0.52577451]
After improvements [0.87635803 0.12364197] probability
[0.2482694 0.7517306]
After improvements [0.86956199 0.13043801] probability
[0.50928742 0.49071258]
After improvements [0.90795623 0.09204377] probability
[0.47317365 0.52682635]
After improvements [0.94107617 0.05892383] probability
[0.11964294 0.88035706]
After improvements [0.80101321 0.19898679] probability
[0.45767895 0.54232105]
After improvements [0.87264381 0.12735619] probability
[0.19477257 0.80522743]
After improvements [0.86282147 0.13717853] probability
[0.8597872 0.1402128]
After improvements [0.96774334 0.03225666] probability
[0.10683717 0.89316283]
After improvements [0.81347083 0.18652917] probability
[0.34712047 0.65287953]
After improvements [0.87004928 0.12995072] probability
[0.23847877 0.76152123]
After improvements [0.86583914 0.13416086] probability
[0.42084385 0.57915615]
After improvements [0.93887857 0.06112143] probability
[0.62067467 0.37932533]
After improvements [0.9555483 0.0444517] probability
[0.6056083 0.3943917]
After improvements [0.9471782 0.0528218] probability
[0.41995289 0.58004711]
After improvements [0.89293299 0.10706701] probability
[0.35185561 0.64814439]
After improvements [0.88783658 0.11216342] probability
[0.37333365 0.62666635]
After improvements [0.91074295 0.08925705] probability
[0.28523659 0.71476341]
After improvements [0.81085188 0.18914812] probability
[0.58808525 0.41191475]
After improvements [0.94584131 0.05415869] probability
[0.18991743 0.81008257]
After improvements [0.86272752 0.13727248] probability
[0.24252558 0.75747442]
After improvements [0.85091869 0.14908131] probability
[0.35091847 0.64908153]
After improvements [0.91568152 0.08431848] probability
[0.62197769 0.37802231]
After improvements [0.97037309 0.02962691] probability
[0.1818424 0.8181576]
After improvements [0.81561312 0.18438688] probability
[0.34478368 0.65521632]
After improvements [0.80998233 0.19001767] probability
[0.33442043 0.66557957]
After improvements [0.89505836 0.10494164] probability
[0.48669566 0.51330434]
After improvements [0.92073417 0.07926583] probability
[0.4261031 0.5738969]
After improvements [0.90648848 0.09351152] probability
[0.34207136 0.65792864]
After improvements [0.82731524 0.17268476] probability
[0.38566131 0.61433869]
After improvements [0.92408838 0.07591162] probability
[0.46627681 0.53372319]
After improvements [0.94292319 0.05707681] probability
[0.3321876 0.6678124]
After improvements [0.9012113 0.0987887] probability
[0.36606373 0.63393627]
After improvements [0.87880187 0.12119813] probability
[0.52009074 0.47990926]
After improvements [0.92251851 0.07748149] probability
[0.61436401 0.38563599]
After improvements [0.97219293 0.02780707] probability
[0.89369395 0.10630605]
After improvements [0.98136635 0.01863365] probability
[0.33783331 0.66216669]
After improvements [0.90422747 0.09577253] probability
[0.4804989 0.5195011]
After improvements [0.94528124 0.05471876] probability
[0.6454972 0.3545028]
After improvements [0.95405122 0.04594878] probability
[0.29654277 0.70345723]
After improvements [0.89222886 0.10777114] probability
[0.81286847 0.18713153]
After improvements [0.96764481 0.03235519] probability
[0.59540046 0.40459954]
After improvements [0.94983941 0.05016059] probability
[0.34070461 0.65929539]
After improvements [0.8928448 0.1071552] probability
[0.5290586 0.4709414]
After improvements [0.93072335 0.06927665] probability
[0.42482386 0.57517614]
After improvements [0.95222938 0.04777062] probability
[0.42912539 0.57087461]
After improvements [0.89961882 0.10038118] probability
[0.41030798 0.58969202]
After improvements [0.88070161 0.11929839] probability
[0.54866623 0.45133377]
After improvements [0.93170595 0.06829405] probability
[0.34311565 0.65688435]
After improvements [0.94141161 0.05858839] probability
[0.34947277 0.65052723]
After improvements [0.91169145 0.08830855] probability
[0.506559 0.493441]
After improvements [0.91376788 0.08623212] probability
[0.72278463 0.27721537]
After improvements [0.95376303 0.04623697] probability
[0.59421434 0.40578566]
After improvements [0.88926533 0.11073467] probability
[0.42604437 0.57395563]
After improvements [0.87228259 0.12771741] probability
[0.76097518 0.23902482]
After improvements [0.95919312 0.04080688] probability
[0.23889035 0.76110965]
After improvements [0.82917915 0.17082085] probability
[0.44799621 0.55200379]
After improvements [0.90182736 0.09817264] probability
[0.34707641 0.65292359]
After improvements [0.8811702 0.1188298] probability
[0.17547556 0.82452444]
After improvements [0.8768125 0.1231875] probability
[0.62596817 0.37403183]
After improvements [0.91901381 0.08098619] probability
[0.41768994 0.58231006]
After improvements [0.92667287 0.07332713] probability
[0.52423484 0.47576516]
After improvements [0.92399411 0.07600589] probability
[0.21062712 0.78937288]
After improvements [0.880541 0.119459] probability
[0.40047506 0.59952494]
After improvements [0.87561583 0.12438417] probability
[0.87713971 0.12286029]
After improvements [0.95775351 0.04224649] probability
[0.34770487 0.65229513]
After improvements [0.91731484 0.08268516] probability
[0.54530148 0.45469852]
After improvements [0.92408838 0.07591162] probability
[0.32030738 0.67969262]
After improvements [0.89643233 0.10356767] probability
[0.57158955 0.42841045]
After improvements [0.95920327 0.04079673] probability
[0.19259796 0.80740204]
After improvements [0.82415103 0.17584897] probability
[0.2763963 0.7236037]
After improvements [0.8856112 0.1143888] probability
[0.41940757 0.58059243]
After improvements [0.86873921 0.13126079] probability
[0.19254357 0.80745643]
After improvements [0.80372519 0.19627481] probability
[0.2350281 0.7649719]
After improvements [0.84631284 0.15368716] probability
[0.56543447 0.43456553]
After improvements [0.93489997 0.06510003] probability
[0.14097562 0.85902438]
After improvements [0.85737767 0.14262233] probability
[0.4511761 0.5488239]
After improvements [0.90795623 0.09204377] probability
[0.30590385 0.69409615]
After improvements [0.89106278 0.10893722] probability
[0.7386037 0.2613963]
After improvements [0.93735459 0.06264541] probability
[0.69445199 0.30554801]
After improvements [0.96528049 0.03471951] probability
[0.29660661 0.70339339]
After improvements [0.84442151 0.15557849] probability
[0.50553504 0.49446496]
After improvements [0.9287646 0.0712354] probability
[0.29859157 0.70140843]
After improvements [0.86518412 0.13481588] probability
[0.53841047 0.46158953]
After improvements [0.93167963 0.06832037] probability
[0.61325253 0.38674747]
After improvements [0.93707993 0.06292007] probability
[0.20939088 0.79060912]
After improvements [0.87755326 0.12244674] probability
[0.73219295 0.26780705]
After improvements [0.96026689 0.03973311] probability
[0.32369423 0.67630577]
After improvements [0.90111924 0.09888076] probability
[0.46740827 0.53259173]
After improvements [0.93859499 0.06140501] probability
[0.70876702 0.29123298]
After improvements [0.94754729 0.05245271] probability
[0.31855156 0.68144844]
After improvements [0.90798313 0.09201687] probability
[0.29254059 0.70745941]
After improvements [0.85341622 0.14658378] probability
[0.73145587 0.26854413]
After improvements [0.96113252 0.03886748] probability
[0.10310503 0.89689497]
After improvements [0.87914125 0.12085875] probability
[0.16777464 0.83222536]
After improvements [0.85749906 0.14250094] probability
[0.18520742 0.81479258]
After improvements [0.87274366 0.12725634] probability
[0.76286321 0.23713679]
After improvements [0.96355239 0.03644761] probability
[0.45876754 0.54123246]
After improvements [0.93555796 0.06444204] probability
[0.49488699 0.50511301]
After improvements [0.91010786 0.08989214] probability
[0.2520647 0.7479353]
After improvements [0.86769305 0.13230695] probability
[0.62571485 0.37428515]
After improvements [0.91882195 0.08117805] probability
[0.35720495 0.64279505]
After improvements [0.91707878 0.08292122] probability
[0.41735705 0.58264295]
After improvements [0.89889294 0.10110706] probability
[0.2226957 0.7773043]
After improvements [0.83215488 0.16784512] probability
[0.17064372 0.82935628]
After improvements [0.88623835 0.11376165] probability
[0.35347391 0.64652609]
After improvements [0.90660676 0.09339324] probability
[0.51778583 0.48221417]
After improvements [0.89413037 0.10586963] probability
[0.36911265 0.63088735]
After improvements [0.8679703 0.1320297] probability
[0.06911019 0.93088981]
After improvements [0.83525939 0.16474061] probability
[0.52415315 0.47584685]
After improvements [0.91032099 0.08967901] probability
[0.50662643 0.49337357]
After improvements [0.9077092 0.0922908] probability
[0.74185763 0.25814237]
After improvements [0.97017449 0.02982551] probability
[0.31580357 0.68419643]
After improvements [0.86256303 0.13743697] probability
[0.51363579 0.48636421]
After improvements [0.8817128 0.1182872] probability
[0.21358837 0.78641163]
After improvements [0.82495765 0.17504235] probability
[0.45516184 0.54483816]
After improvements [0.93458513 0.06541487] probability
[0.36356855 0.63643145]
After improvements [0.91430823 0.08569177] probability
[0.3691163 0.6308837]
After improvements [0.85986626 0.14013374] probability
[0.38374824 0.61625176]
After improvements [0.82402034 0.17597966] probability
[0.4110111 0.5889889]
After improvements [0.87273677 0.12726323] probability
[0.54158635 0.45841365]
After improvements [0.93820035 0.06179965] probability
[0.4099301 0.5900699]
After improvements [0.89804239 0.10195761] probability
[0.16460904 0.83539096]
After improvements [0.88334406 0.11665594] probability
[0.36620067 0.63379933]
After improvements [0.9080987 0.0919013] probability
[0.31648951 0.68351049]
After improvements [0.85136672 0.14863328] probability
[0.30796642 0.69203358]
After improvements [0.89868227 0.10131773] probability
[0.38883059 0.61116941]
After improvements [0.81017267 0.18982733] probability
[0.64951827 0.35048173]
After improvements [0.93333489 0.06666511] probability
[0.23655375 0.76344625]
After improvements [0.90482213 0.09517787] probability
[0.35903962 0.64096038]
After improvements [0.90560774 0.09439226] probability
[0.17199583 0.82800417]
After improvements [0.84409386 0.15590614] probability
[0.36508643 0.63491357]
After improvements [0.90947171 0.09052829] probability
[0.19023233 0.80976767]
After improvements [0.82880704 0.17119296] probability
[0.15483264 0.84516736]
After improvements [0.83446873 0.16553127] probability
[0.40027898 0.59972102]
After improvements [0.90125938 0.09874062] probability
[0.46673549 0.53326451]
After improvements [0.92873502 0.07126498] probability
[0.48811424 0.51188576]
After improvements [0.9447026 0.0552974] probability
[0.55602723 0.44397277]
After improvements [0.94107617 0.05892383] probability
[0.64325384 0.35674616]
After improvements [0.93758746 0.06241254] probability
[0.3672149 0.6327851]
After improvements [0.87162684 0.12837316] probability
[0.59368913 0.40631087]
After improvements [0.93843818 0.06156182] probability
[0.42798237 0.57201763]
After improvements [0.89395979 0.10604021] probability
[0.81666394 0.18333606]
After improvements [0.96818483 0.03181517] probability
[0.14676416 0.85323584]
After improvements [0.86238069 0.13761931] probability
[0.35176339 0.64823661]
After improvements [0.91504841 0.08495159] probability
[0.72798334 0.27201666]
After improvements [0.96804285 0.03195715] probability
[0.61950564 0.38049436]
After improvements [0.93281067 0.06718933] probability
[0.61755504 0.38244496]
After improvements [0.92396648 0.07603352] probability
[0.152807 0.847193]
After improvements [0.84083286 0.15916714] probability
[0.35693285 0.64306715]
After improvements [0.90560617 0.09439383] probability
[0.23280244 0.76719756]
After improvements [0.86655163 0.13344837] probability
[0.52035335 0.47964665]
After improvements [0.91774534 0.08225466] probability
[0.53371233 0.46628767]
After improvements [0.90059548 0.09940452] probability
[0.50489178 0.49510822]
After improvements [0.8977669 0.1022331] probability
[0.23059643 0.76940357]
After improvements [0.85117312 0.14882688] probability
[0.279643 0.720357]
After improvements [0.8796716 0.1203284] probability
[0.62322348 0.37677652]
After improvements [0.94386798 0.05613202] probability
[0.46717984 0.53282016]
After improvements [0.90247763 0.09752237] probability
[0.73913466 0.26086534]
After improvements [0.93281067 0.06718933] probability
[0.23680262 0.76319738]
After improvements [0.84197785 0.15802215] probability
[0.35920893 0.64079107]
After improvements [0.91433633 0.08566367] probability
[0.38148549 0.61851451]
After improvements [0.82731727 0.17268273] probability
[0.40192763 0.59807237]
After improvements [0.85779153 0.14220847] probability
[0.43959741 0.56040259]
After improvements [0.897131 0.102869] probability
[0.10957996 0.89042004]
After improvements [0.86541551 0.13458449] probability
[0.25052518 0.74947482]
After improvements [0.86176331 0.13823669] probability
[0.36658229 0.63341771]
After improvements [0.88781487 0.11218513] probability
[0.24990348 0.75009652]
After improvements [0.84530833 0.15469167] probability
[0.13482462 0.86517538]
After improvements [0.80059321 0.19940679] probability
[0.25120688 0.74879312]
After improvements [0.8762626 0.1237374] probability
[0.27471235 0.72528765]
After improvements [0.91110633 0.08889367] probability
[0.28536541 0.71463459]
After improvements [0.86868482 0.13131518] probability
[0.56010459 0.43989541]
After improvements [0.92645683 0.07354317] probability
[0.51194975 0.48805025]
After improvements [0.90990312 0.09009688] probability
[0.59435007 0.40564993]
After improvements [0.91752304 0.08247696] probability
[0.15590384 0.84409616]
After improvements [0.87203715 0.12796285] probability
[0.34893169 0.65106831]
After improvements [0.88555586 0.11444414] probability
[0.3985701 0.6014299]
After improvements [0.89922823 0.10077177] probability
[0.58114749 0.41885251]
After improvements [0.92348002 0.07651998] probability
[0.49390966 0.50609034]
After improvements [0.91091985 0.08908015] probability
[0.30486999 0.69513001]
After improvements [0.88646654 0.11353346] probability
[0.48432524 0.51567476]
After improvements [0.94350595 0.05649405] probability
[0.31102575 0.68897425]
After improvements [0.88974218 0.11025782] probability
[0.38378083 0.61621917]
After improvements [0.90245482 0.09754518] probability
[0.29559203 0.70440797]
After improvements [0.89533507 0.10466493] probability
[0.2296402 0.7703598]
After improvements [0.84285377 0.15714623] probability
[0.62111563 0.37888437]
After improvements [0.91478186 0.08521814] probability
[0.41920554 0.58079446]
After improvements [0.92701594 0.07298406] probability
[0.33447258 0.66552742]
After improvements [0.82219308 0.17780692] probability
[0.20690953 0.79309047]
After improvements [0.82558801 0.17441199] probability
[0.37016571 0.62983429]
After improvements [0.89187176 0.10812824] probability
[0.26737102 0.73262898]
After improvements [0.82752446 0.17247554] probability
[0.03558033 0.96441967]
[0.20428263 0.79571737]
After improvements [0.83824335 0.16175665] probability
[0.19058541 0.80941459]
After improvements [0.86915125 0.13084875] probability
[0.70123383 0.29876617]
After improvements [0.92885476 0.07114524] probability
[0.91644544 0.08355456]
After improvements [0.98627442 0.01372558] probability
[0.26796767 0.73203233]
After improvements [0.87244151 0.12755849] probability
[0.16688936 0.83311064]
After improvements [0.80137367 0.19862633] probability
[0.1202129 0.8797871]
After improvements [0.84386072 0.15613928] probability
[0.29886801 0.70113199]
After improvements [0.86524693 0.13475307] probability
[0.44467155 0.55532845]
After improvements [0.92125482 0.07874518] probability
[0.5707742 0.4292258]
After improvements [0.90516402 0.09483598] probability
[0.47146909 0.52853091]
After improvements [0.89774432 0.10225568] probability
[0.92946257 0.07053743]
After improvements [0.98803105 0.01196895] probability
[0.81360058 0.18639942]
After improvements [0.97070935 0.02929065] probability
[0.76411712 0.23588288]
After improvements [0.9622017 0.0377983] probability
[0.48889355 0.51110645]
After improvements [0.94844792 0.05155208] probability
[0.49616634 0.50383366]
After improvements [0.94936902 0.05063098] probability
[0.67471003 0.32528997]
After improvements [0.94346224 0.05653776] probability
[0.5656411 0.4343589]
After improvements [0.93367089 0.06632911] probability
[0.92520242 0.07479758]
After improvements [0.97814624 0.02185376] probability
[0.53466646 0.46533354]
After improvements [0.94511161 0.05488839] probability
[0.89735511 0.10264489]
After improvements [0.98248959 0.01751041] probability
[0.18334758 0.81665242]
After improvements [0.87569057 0.12430943] probability
[0.93560451 0.06439549]
After improvements [0.98381785 0.01618215] probability
[0.80709431 0.19290569]
After improvements [0.95744031 0.04255969] probability
[0.31880077 0.68119923]
After improvements [0.89564779 0.10435221] probability
[0.48545062 0.51454938]
After improvements [0.92233962 0.07766038] probability
[0.34555216 0.65444784]
After improvements [0.89394003 0.10605997] probability
[0.55052964 0.44947036]
After improvements [0.93033013 0.06966987] probability
[0.56701616 0.43298384]
After improvements [0.89972537 0.10027463] probability
[0.78736228 0.21263772]
After improvements [0.95716126 0.04283874] probability
[0.84199796 0.15800204]
After improvements [0.9709175 0.0290825] probability
[0.19000297 0.80999703]
After improvements [0.84189463 0.15810537] probability
[0.10180141 0.89819859]
After improvements [0.87987131 0.12012869] probability
[0.34969364 0.65030636]
After improvements [0.91102239 0.08897761] probability
[0.39606624 0.60393376]
After improvements [0.92102122 0.07897878] probability
[0.38710244 0.61289756]
After improvements [0.8861311 0.1138689] probability
[0.23536149 0.76463851]
After improvements [0.86083909 0.13916091] probability
[0.25375055 0.74624945]
After improvements [0.8602555 0.1397445] probability
[0.52803268 0.47196732]
After improvements [0.92337148 0.07662852] probability
[0.37164913 0.62835087]
After improvements [0.8407107 0.1592893] probability
[0.42024485 0.57975515]
After improvements [0.92389182 0.07610818] probability
[0.53458185 0.46541815]
After improvements [0.88928805 0.11071195] probability
[0.69125689 0.30874311]
After improvements [0.93820035 0.06179965] probability
[0.42060105 0.57939895]
After improvements [0.931216 0.068784] probability
[0.19370955 0.80629045]
After improvements [0.83565282 0.16434718] probability
[0.56452887 0.43547113]
After improvements [0.89973546 0.10026454] probability
[0.26735508 0.73264492]
After improvements [0.85392178 0.14607822] probability
[0.32005667 0.67994333]
After improvements [0.89054488 0.10945512] probability
[0.23004392 0.76995608]
After improvements [0.87813576 0.12186424] probability
[0.62923871 0.37076129]
After improvements [0.94440026 0.05559974] probability
[0.47163644 0.52836356]
After improvements [0.89828678 0.10171322] probability
[0.61587069 0.38412931]
After improvements [0.94972448 0.05027552] probability
[0.25907928 0.74092072]
After improvements [0.87356979 0.12643021] probability
[0.36726705 0.63273295]
After improvements [0.91675919 0.08324081] probability
[0.50196893 0.49803107]
After improvements [0.92662525 0.07337475] probability
[0.28264759 0.71735241]
After improvements [0.80852198 0.19147802] probability
[0.4775601 0.5224399]
After improvements [0.9275003 0.0724997] probability
[0.32039993 0.67960007]
After improvements [0.90368738 0.09631262] probability
[0.6280535 0.3719465]
After improvements [0.89315168 0.10684832] probability
[0.49178357 0.50821643]
After improvements [0.91884362 0.08115638] probability
[0.69183086 0.30816914]
After improvements [0.9755265 0.0244735] probability
[0.4764765 0.5235235]
After improvements [0.8976839 0.1023161] probability
[0.63930198 0.36069802]
After improvements [0.92616335 0.07383665] probability
[0.17138781 0.82861219]
After improvements [0.88295354 0.11704646] probability
[0.59521551 0.40478449]
After improvements [0.94013178 0.05986822] probability
[0.21714246 0.78285754]
After improvements [0.82411407 0.17588593] probability
[0.44533398 0.55466602]
After improvements [0.9165262 0.0834738] probability
[0.80370167 0.19629833]
After improvements [0.96049608 0.03950392] probability
[0.62575634 0.37424366]
After improvements [0.95412689 0.04587311] probability
[0.6687268 0.3312732]
After improvements [0.9468935 0.0531065] probability
[0.20147588 0.79852412]
After improvements [0.81225945 0.18774055] probability
[0.78083127 0.21916873]
After improvements [0.94167662 0.05832338] probability
[0.23733335 0.76266665]
After improvements [0.85587248 0.14412752] probability
[0.13794593 0.86205407]
After improvements [0.82307595 0.17692405] probability
[0.55994583 0.44005417]
After improvements [0.941443 0.058557] probability
[0.19407279 0.80592721]
After improvements [0.82347179 0.17652821] probability
[0.78859804 0.21140196]
After improvements [0.95181591 0.04818409] probability
[0.15633885 0.84366115]
After improvements [0.86734198 0.13265802] probability
[0.42999683 0.57000317]
After improvements [0.94205494 0.05794506] probability
[0.58361605 0.41638395]
After improvements [0.90560819 0.09439181] probability
[0.42236172 0.57763828]
After improvements [0.9285815 0.0714185] probability
[0.29274872 0.70725128]
After improvements [0.88812474 0.11187526] probability
[0.7982234 0.2017766]
After improvements [0.97731218 0.02268782] probability
[0.16123392 0.83876608]
After improvements [0.80457846 0.19542154] probability
[0.33348691 0.66651309]
After improvements [0.84642495 0.15357505] probability
[0.27661442 0.72338558]
After improvements [0.85840127 0.14159873] probability
[0.37521372 0.62478628]
After improvements [0.92026172 0.07973828] probability
[0.34356878 0.65643122]
After improvements [0.90400424 0.09599576] probability
[0.16672252 0.83327748]
After improvements [0.88597178 0.11402822] probability
[0.60381158 0.39618842]
After improvements [0.91711798 0.08288202] probability
[0.2389052 0.7610948]
After improvements [0.85316284 0.14683716] probability
[0.53217662 0.46782338]
After improvements [0.93071609 0.06928391] probability
[0.39705129 0.60294871]
After improvements [0.92348132 0.07651868] probability
[0.86712574 0.13287426]
After improvements [0.97167903 0.02832097] probability
[0.27657457 0.72342543]
After improvements [0.87307705 0.12692295] probability
[0.14807116 0.85192884]
After improvements [0.8425275 0.1574725] probability
[0.2958179 0.7041821]
After improvements [0.87626061 0.12373939] probability
[0.56711741 0.43288259]
After improvements [0.9178387 0.0821613] probability
[0.23462565 0.76537435]
After improvements [0.86650184 0.13349816] probability
[0.39358235 0.60641765]
After improvements [0.92026172 0.07973828] probability
[0.74901626 0.25098374]
After improvements [0.95408914 0.04591086] probability
[0.21541571 0.78458429]
After improvements [0.84167541 0.15832459] probability
[0.45461508 0.54538492]
After improvements [0.89946134 0.10053866] probability
[0.3762629 0.6237371]
After improvements [0.89410977 0.10589023] probability
[0.36190741 0.63809259]
After improvements [0.89187155 0.10812845] probability
[0.4340545 0.5659455]
After improvements [0.93158951 0.06841049] probability
[0.48992064 0.51007936]
After improvements [0.90125386 0.09874614] probability
[0.14400466 0.85599534]
After improvements [0.84233057 0.15766943] probability
[0.35440885 0.64559115]
After improvements [0.84209253 0.15790747] probability
[0.40048269 0.59951731]
After improvements [0.93004393 0.06995607] probability
[0.11774808 0.88225192]
After improvements [0.8106806 0.1893194] probability
[0.3303156 0.6696844]
After improvements [0.87123841 0.12876159] probability
[0.34348812 0.65651188]
After improvements [0.85295085 0.14704915] probability
[0.22116003 0.77883997]
After improvements [0.83877301 0.16122699] probability
[0.48654818 0.51345182]
After improvements [0.87455989 0.12544011] probability
[0.72244991 0.27755009]
After improvements [0.96242624 0.03757376] probability
[0.30284712 0.69715288]
After improvements [0.85624537 0.14375463] probability
[0.30621362 0.69378638]
After improvements [0.81968245 0.18031755] probability
[0.57196924 0.42803076]
After improvements [0.90413903 0.09586097] probability
[0.41712893 0.58287107]
After improvements [0.91813531 0.08186469] probability
[0.48943353 0.51056647]
After improvements [0.90560774 0.09439226] probability
[0.17319609 0.82680391]
After improvements [0.80509811 0.19490189] probability
[0.5339772 0.4660228]
After improvements [0.93473804 0.06526196] probability
[0.42746827 0.57253173]
After improvements [0.92995504 0.07004496] probability
[0.26706247 0.73293753]
After improvements [0.87576692 0.12423308] probability
[0.4054781 0.5945219]
After improvements [0.93121482 0.06878518] probability
[0.25335504 0.74664496]
After improvements [0.8748894 0.1251106] probability
[0.40298892 0.59701108]
After improvements [0.91626688 0.08373312] probability
[0.37424575 0.62575425]
After improvements [0.92296245 0.07703755] probability
[0.49954905 0.50045095]
After improvements [0.91451066 0.08548934] probability
[0.27021476 0.72978524]
After improvements [0.8749733 0.1250267] probability
[0.74625987 0.25374013]
After improvements [0.9585263 0.0414737] probability
[0.21880572 0.78119428]
After improvements [0.81869267 0.18130733] probability
[0.438122 0.561878]
After improvements [0.88873601 0.11126399] probability
[0.36479718 0.63520282]
After improvements [0.91692024 0.08307976] probability
[0.36768106 0.63231894]
After improvements [0.86660247 0.13339753] probability
[0.28526963 0.71473037]
After improvements [0.89170338 0.10829662] probability
[0.32404266 0.67595734]
After improvements [0.84001257 0.15998743] probability
[0.13551127 0.86448873]
After improvements [0.83314119 0.16685881] probability
[0.34118251 0.65881749]
After improvements [0.83260103 0.16739897] probability
[0.38216098 0.61783902]
After improvements [0.87137715 0.12862285] probability
[0.42017157 0.57982843]
After improvements [0.87878411 0.12121589] probability
[0.44324656 0.55675344]
After improvements [0.93820035 0.06179965] probability
[0.36653627 0.63346373]
After improvements [0.91990722 0.08009278] probability
[0.41285285 0.58714715]
After improvements [0.91254954 0.08745046] probability
[0.74256744 0.25743256]
After improvements [0.95740757 0.04259243] probability
[0.48031731 0.51968269]
After improvements [0.92452236 0.07547764] probability
[0.31596695 0.68403305]
After improvements [0.85372272 0.14627728] probability
[0.64061323 0.35938677]
After improvements [0.92348002 0.07651998] probability
[0.66706 0.33294]
After improvements [0.94755476 0.05244524] probability
[0.85713305 0.14286695]
After improvements [0.9658876 0.0341124] probability
[0.27451692 0.72548308]
After improvements [0.87810376 0.12189624] probability
[0.30398895 0.69601105]
After improvements [0.92347528 0.07652472] probability
[0.63248187 0.36751813]
After improvements [0.94774339 0.05225661] probability
[0.71632041 0.28367959]
After improvements [0.94054376 0.05945624] probability
[0.51566862 0.48433138]
After improvements [0.91583555 0.08416445] probability
[0.46543066 0.53456934]
After improvements [0.90252884 0.09747116] probability
[0.48717835 0.51282165]
After improvements [0.89624955 0.10375045] probability
[0.21627624 0.78372376]
After improvements [0.81645974 0.18354026] probability
[0.54152289 0.45847711]
After improvements [0.93060108 0.06939892] probability
[0.46958552 0.53041448]
After improvements [0.92158549 0.07841451] probability
[0.34080222 0.65919778]
After improvements [0.85423972 0.14576028] probability
[0.83550053 0.16449947]
After improvements [0.9618753 0.0381247] probability
[0.45515939 0.54484061]
After improvements [0.9369287 0.0630713] probability
[0.86998476 0.13001524]
After improvements [0.98139785 0.01860215] probability
[0.26587572 0.73412428]
After improvements [0.82454086 0.17545914] probability
[0.40370614 0.59629386]
After improvements [0.88322989 0.11677011] probability
[0.47068398 0.52931602]
After improvements [0.93830025 0.06169975] probability
[0.51341629 0.48658371]
After improvements [0.95258528 0.04741472] probability
[0.15282181 0.84717819]
After improvements [0.83642856 0.16357144] probability
[0.4392315 0.5607685]
After improvements [0.93291866 0.06708134] probability
[0.58843704 0.41156296]
After improvements [0.94438959 0.05561041] probability
[0.60090643 0.39909357]
After improvements [0.93508407 0.06491593] probability
[0.32630388 0.67369612]
After improvements [0.91478226 0.08521774] probability
[0.68369135 0.31630865]
After improvements [0.94017976 0.05982024] probability
[0.11883857 0.88116143]
After improvements [0.82961045 0.17038955] probability
[0.70589782 0.29410218]
After improvements [0.97050996 0.02949004] probability
[0.1893877 0.8106123]
After improvements [0.87731881 0.12268119] probability
[0.36844053 0.63155947]
After improvements [0.91582396 0.08417604] probability
[0.36690936 0.63309064]
After improvements [0.87226073 0.12773927] probability
[0.72453586 0.27546414]
After improvements [0.96433718 0.03566282] probability
[0.08959198 0.91040802]
After improvements [0.87746199 0.12253801] probability
[0.4795895 0.5204105]
After improvements [0.91839389 0.08160611] probability
[0.3672948 0.6327052]
After improvements [0.90182898 0.09817102] probability
[0.31144227 0.68855773]
After improvements [0.83778173 0.16221827] probability
[0.19570037 0.80429963]
After improvements [0.87035855 0.12964145] probability
[0.7260514 0.2739486]
After improvements [0.96336921 0.03663079] probability
[0.43884804 0.56115196]
After improvements [0.9288471 0.0711529] probability
[0.21729165 0.78270835]
After improvements [0.88674699 0.11325301] probability
[0.29201846 0.70798154]
After improvements [0.88172072 0.11827928] probability
[0.64839878 0.35160122]
After improvements [0.95052552 0.04947448] probability
[0.24102238 0.75897762]
After improvements [0.86098308 0.13901692] probability
[0.14378915 0.85621085]
After improvements [0.81307616 0.18692384] probability
[0.47249189 0.52750811]
After improvements [0.91437576 0.08562424] probability
[0.78714278 0.21285722]
After improvements [0.96291842 0.03708158] probability
[0.21326574 0.78673426]
After improvements [0.84082344 0.15917656] probability
[0.38980444 0.61019556]
After improvements [0.89636247 0.10363753] probability
[0.35149559 0.64850441]
After improvements [0.90200689 0.09799311] probability
[0.74630451 0.25369549]
After improvements [0.95052552 0.04947448] probability
[0.18074014 0.81925986]
After improvements [0.80771456 0.19228544] probability
[0.29498822 0.70501178]
After improvements [0.81962206 0.18037794] probability
[0.37915192 0.62084808]
After improvements [0.93071647 0.06928353] probability
[0.79044868 0.20955132]
After improvements [0.9774863 0.0225137] probability
[0.59626193 0.40373807]
After improvements [0.91162202 0.08837798] probability
[0.34162342 0.65837658]
After improvements [0.89720041 0.10279959] probability
[0.49325187 0.50674813]
After improvements [0.94074125 0.05925875] probability
[0.53098632 0.46901368]
After improvements [0.9399834 0.0600166] probability
[0.32455062 0.67544938]
After improvements [0.90146702 0.09853298] probability
[0.58253263 0.41746737]
After improvements [0.92961808 0.07038192] probability
[0.4742156 0.5257844]
After improvements [0.87619301 0.12380699] probability
[0.33772627 0.66227373]
After improvements [0.897131 0.102869] probability
[0.33332564 0.66667436]
After improvements [0.89875907 0.10124093] probability
[0.58321936 0.41678064]
After improvements [0.87791744 0.12208256] probability
[0.68456959 0.31543041]
After improvements [0.96375188 0.03624812] probability
[0.45957583 0.54042417]
After improvements [0.88816612 0.11183388] probability
[0.47336626 0.52663374]
After improvements [0.93756647 0.06243353] probability
[0.3479336 0.6520664]
After improvements [0.90465504 0.09534496] probability
[0.45596613 0.54403387]
After improvements [0.93066048 0.06933952] probability
[0.4512126 0.5487874]
After improvements [0.9288471 0.0711529] probability
[0.65031072 0.34968928]
After improvements [0.95952999 0.04047001] probability
[0.53667202 0.46332798]
After improvements [0.93825032 0.06174968] probability
[0.59200108 0.40799892]
After improvements [0.95008453 0.04991547] probability
[0.1051108 0.8948892]
After improvements [0.85188763 0.14811237] probability
[0.4354367 0.5645633]
After improvements [0.93555796 0.06444204] probability
[0.35149962 0.64850038]
After improvements [0.87942624 0.12057376] probability
[0.30535108 0.69464892]
After improvements [0.90661561 0.09338439] probability
[0.43599908 0.56400092]
After improvements [0.96071523 0.03928477] probability
[0.25329512 0.74670488]
After improvements [0.87485473 0.12514527] probability
[0.68676244 0.31323756]
After improvements [0.95671289 0.04328711] probability
[0.49340669 0.50659331]
After improvements [0.87383805 0.12616195] probability
[0.71215596 0.28784404]
After improvements [0.94785843 0.05214157] probability
[0.74782491 0.25217509]
After improvements [0.9560074 0.0439926] probability
[0.22984416 0.77015584]
After improvements [0.85350725 0.14649275] probability
[0.14863357 0.85136643]
After improvements [0.82052624 0.17947376] probability
[0.40630993 0.59369007]
After improvements [0.87599681 0.12400319] probability
[0.561979 0.438021]
After improvements [0.90305532 0.09694468] probability
[0.48484665 0.51515335]
After improvements [0.94107718 0.05892282] probability
[0.50220874 0.49779126]
After improvements [0.88591395 0.11408605] probability
[0.40287697 0.59712303]
After improvements [0.91522379 0.08477621] probability
[0.14968196 0.85031804]
After improvements [0.86704492 0.13295508] probability
[0.37610186 0.62389814]
After improvements [0.86008683 0.13991317] probability
[0.45213409 0.54786591]
After improvements [0.86640301 0.13359699] probability
[0.23168322 0.76831678]
After improvements [0.84419542 0.15580458] probability
[0.64818845 0.35181155]
After improvements [0.92807708 0.07192292] probability
[0.23637312 0.76362688]
After improvements [0.88764582 0.11235418] probability
[0.24364706 0.75635294]
After improvements [0.83742493 0.16257507] probability
[0.51278851 0.48721149]
After improvements [0.93678382 0.06321618] probability
[0.43765361 0.56234639]
After improvements [0.90494432 0.09505568] probability
[0.2730621 0.7269379]
After improvements [0.87643007 0.12356993] probability
[0.65225914 0.34774086]
After improvements [0.93159359 0.06840641] probability
[0.36090782 0.63909218]
After improvements [0.91455833 0.08544167] probability
[0.55959934 0.44040066]
After improvements [0.89331864 0.10668136] probability
[0.42919662 0.57080338]
After improvements [0.88536873 0.11463127] probability
[0.3035609 0.6964391]
After improvements [0.81113942 0.18886058] probability
[0.41171927 0.58828073]
After improvements [0.88759614 0.11240386] probability
[0.29841746 0.70158254]
After improvements [0.88756418 0.11243582] probability
[0.46989988 0.53010012]
After improvements [0.89130612 0.10869388] probability
[0.46935393 0.53064607]
After improvements [0.86282628 0.13717372] probability
[0.43246313 0.56753687]
After improvements [0.89416431 0.10583569] probability
[0.52773918 0.47226082]
After improvements [0.94200658 0.05799342] probability
[0.35896687 0.64103313]
After improvements [0.88620111 0.11379889] probability
[0.58742254 0.41257746]
After improvements [0.91529066 0.08470934] probability
[0.58751384 0.41248616]
After improvements [0.91535748 0.08464252] probability
[0.54329719 0.45670281]
After improvements [0.89396877 0.10603123] probability
[0.16027988 0.83972012]
After improvements [0.81386127 0.18613873] probability
[0.28626573 0.71373427]
After improvements [0.87036329 0.12963671] probability
[0.64240208 0.35759792]
After improvements [0.92348132 0.07651868] probability
[0.45389578 0.54610422]
After improvements [0.91437719 0.08562281] probability
[0.55399539 0.44600461]
After improvements [0.93825032 0.06174968] probability
[0.55625361 0.44374639]
After improvements [0.92348132 0.07651868] probability
[0.41347873 0.58652127]
After improvements [0.92941364 0.07058636] probability
[0.73106183 0.26893817]
After improvements [0.92956165 0.07043835] probability
[0.14838494 0.85161506]
After improvements [0.88632175 0.11367825] probability
[0.32040648 0.67959352]
After improvements [0.87432334 0.12567666] probability
[0.66753629 0.33246371]
After improvements [0.96026689 0.03973311] probability
[0.61500016 0.38499984]
After improvements [0.95131529 0.04868471] probability
[0.41675377 0.58324623]
After improvements [0.92583766 0.07416234] probability
[0.30316335 0.69683665]
After improvements [0.86685378 0.13314622] probability
[0.66394524 0.33605476]
After improvements [0.96026689 0.03973311] probability
[0.56515051 0.43484949]
After improvements [0.94259813 0.05740187] probability
[0.23163566 0.76836434]
After improvements [0.85163348 0.14836652] probability
[0.24932067 0.75067933]
After improvements [0.87025299 0.12974701] probability
[0.39884965 0.60115035]
After improvements [0.92777955 0.07222045] probability
[0.49468255 0.50531745]
After improvements [0.88916197 0.11083803] probability
[0.44788343 0.55211657]
After improvements [0.94444552 0.05555448] probability
[0.66061171 0.33938829]
After improvements [0.94015093 0.05984907] probability
[0.26995294 0.73004706]
After improvements [0.85443604 0.14556396] probability
[0.34369948 0.65630052]
After improvements [0.91245353 0.08754647] probability
[0.33396671 0.66603329]
After improvements [0.82635704 0.17364296] probability
[0.29587051 0.70412949]
After improvements [0.8986806 0.1013194] probability
[0.57443038 0.42556962]
After improvements [0.95001132 0.04998868] probability
[0.38340903 0.61659097]
After improvements [0.91112783 0.08887217] probability
[0.5097353 0.4902647]
After improvements [0.93095376 0.06904624] probability
[0.67800095 0.32199905]
After improvements [0.93391678 0.06608322] probability
[0.59413979 0.40586021]
After improvements [0.92825638 0.07174362] probability
[0.12832492 0.87167508]
After improvements [0.85047906 0.14952094] probability
[0.68629622 0.31370378]
After improvements [0.95626081 0.04373919] probability
[0.4097121 0.5902879]
After improvements [0.93084028 0.06915972] probability
[0.44086639 0.55913361]
After improvements [0.93657071 0.06342929] probability
[0.52925935 0.47074065]
After improvements [0.95966976 0.04033024] probability
[0.68836626 0.31163374]
After improvements [0.94838112 0.05161888] probability
[0.65684433 0.34315567]
After improvements [0.94952225 0.05047775] probability
[0.30044069 0.69955931]
After improvements [0.88595288 0.11404712] probability
[0.44474985 0.55525015]
After improvements [0.94151118 0.05848882] probability
[0.52498824 0.47501176]
After improvements [0.95640457 0.04359543] probability
[0.73657243 0.26342757]
After improvements [0.96215794 0.03784206] probability
[0.23592032 0.76407968]
After improvements [0.86697951 0.13302049] probability
[0.71146652 0.28853348]
After improvements [0.96324952 0.03675048] probability
[0.20856017 0.79143983]
After improvements [0.83602448 0.16397552] probability
[0.22543442 0.77456558]
After improvements [0.85205792 0.14794208] probability
[0.36025174 0.63974826]
After improvements [0.82053232 0.17946768] probability
[0.34219816 0.65780184]
After improvements [0.90267782 0.09732218] probability
[0.3588237 0.6411763]
After improvements [0.9382215 0.0617785] probability
[0.36900682 0.63099318]
After improvements [0.91340689 0.08659311] probability
[0.29360316 0.70639684]
After improvements [0.88588412 0.11411588] probability
[0.20055784 0.79944216]
After improvements [0.85125065 0.14874935] probability
[0.42546073 0.57453927]
After improvements [0.89978893 0.10021107] probability
[0.49656771 0.50343229]
After improvements [0.94588934 0.05411066] probability
[0.52669195 0.47330805]
After improvements [0.92914914 0.07085086] probability
[0.60642946 0.39357054]
After improvements [0.9418365 0.0581635] probability
[0.65443156 0.34556844]
After improvements [0.8542588 0.1457412] probability
[0.14579036 0.85420964]
After improvements [0.81502072 0.18497928] probability
[0.39983963 0.60016037]
After improvements [0.89650858 0.10349142] probability
[0.77054293 0.22945707]
After improvements [0.95534377 0.04465623] probability
[0.56472913 0.43527087]
After improvements [0.92942639 0.07057361] probability
[0.54789463 0.45210537]
After improvements [0.90846036 0.09153964] probability
[0.17145741 0.82854259]
After improvements [0.80573572 0.19426428] probability
[0.22711251 0.77288749]
After improvements [0.86059271 0.13940729] probability
[0.32496248 0.67503752]
After improvements [0.90245136 0.09754864] probability
[0.29065057 0.70934943]
After improvements [0.89636417 0.10363583] probability
[0.34557904 0.65442096]
After improvements [0.90054769 0.09945231] probability
[0.4473507 0.5526493]
After improvements [0.92266424 0.07733576] probability
[0.215385 0.784615]
After improvements [0.85624071 0.14375929] probability
[0.22657262 0.77342738]
After improvements [0.8620339 0.1379661] probability
[0.73746567 0.26253433]
After improvements [0.96406679 0.03593321] probability
[0.36377046 0.63622954]
After improvements [0.88408563 0.11591437] probability
[0.66367572 0.33632428]
After improvements [0.96285906 0.03714094] probability
[0.2076136 0.7923864]
After improvements [0.80353571 0.19646429] probability
[0.28840797 0.71159203]
After improvements [0.89376591 0.10623409] probability
[0.30151384 0.69848616]
After improvements [0.8939705 0.1060295] probability
[0.4651665 0.5348335]
After improvements [0.85532901 0.14467099] probability
[0.63089053 0.36910947]
After improvements [0.96582631 0.03417369] probability
[0.22857236 0.77142764]
After improvements [0.89477813 0.10522187] probability
[0.29356042 0.70643958]
After improvements [0.83917731 0.16082269] probability
[0.37236424 0.62763576]
After improvements [0.8861407 0.1138593] probability
[0.35438512 0.64561488]
After improvements [0.89633961 0.10366039] probability
[0.40655342 0.59344658]
After improvements [0.84028933 0.15971067] probability
[0.49354737 0.50645263]
After improvements [0.87616819 0.12383181] probability
[0.17724069 0.82275931]
After improvements [0.86336769 0.13663231] probability
[0.65448522 0.34551478]
After improvements [0.94901906 0.05098094] probability
[0.87962929 0.12037071]
After improvements [0.98366472 0.01633528] probability
[0.80305402 0.19694598]
After improvements [0.95886771 0.04113229] probability
[0.52689507 0.47310493]
After improvements [0.92751178 0.07248822] probability
[0.25968247 0.74031753]
After improvements [0.8820596 0.1179404] probability
[0.2531531 0.7468469]
After improvements [0.8735751 0.1264249] probability
[0.41886149 0.58113851]
After improvements [0.92812586 0.07187414] probability
[0.28759117 0.71240883]
After improvements [0.87187803 0.12812197] probability
[0.39859349 0.60140651]
After improvements [0.93124615 0.06875385] probability
[0.55865146 0.44134854]
After improvements [0.917262 0.082738] probability
[0.2045596 0.7954404]
After improvements [0.82443524 0.17556476] probability
[0.31028313 0.68971687]
After improvements [0.90011875 0.09988125] probability
[0.40352704 0.59647296]
After improvements [0.9303223 0.0696777] probability
[0.37561077 0.62438923]
After improvements [0.90246406 0.09753594] probability
[0.45880725 0.54119275]
After improvements [0.93657071 0.06342929] probability
[0.25214858 0.74785142]
After improvements [0.86278787 0.13721213] probability
[0.69167458 0.30832542]
After improvements [0.94980326 0.05019674] probability
[0.43595946 0.56404054]
After improvements [0.87626061 0.12373939] probability
[0.26312661 0.73687339]
After improvements [0.86423585 0.13576415] probability
[0.49971839 0.50028161]
After improvements [0.94670074 0.05329926] probability
[0.36121672 0.63878328]
After improvements [0.91501625 0.08498375] probability
[0.22459521 0.77540479]
After improvements [0.83324916 0.16675084] probability
[0.09364432 0.90635568]
After improvements [0.85736972 0.14263028] probability
[0.69617958 0.30382042]
After improvements [0.92118178 0.07881822] probability
[0.15769561 0.84230439]
After improvements [0.87529193 0.12470807] probability
[0.48647896 0.51352104]
After improvements [0.94754729 0.05245271] probability
[0.41215625 0.58784375]
After improvements [0.83935045 0.16064955] probability
[0.39526047 0.60473953]
After improvements [0.85919187 0.14080813] probability
[0.37127526 0.62872474]
After improvements [0.91968501 0.08031499] probability
[0.34577309 0.65422691]
After improvements [0.90802825 0.09197175] probability
[0.65280759 0.34719241]
After improvements [0.92716763 0.07283237] probability
[0.39041646 0.60958354]
After improvements [0.87556655 0.12443345] probability
[0.36272811 0.63727189]
After improvements [0.86406812 0.13593188] probability
[0.66892393 0.33107607]
After improvements [0.94167662 0.05832338] probability
[0.10147043 0.89852957]
After improvements [0.8482558 0.1517442] probability
[0.32517044 0.67482956]
After improvements [0.90171776 0.09828224] probability
[0.29309674 0.70690326]
After improvements [0.8689365 0.1310635] probability
[0.2918062 0.7081938]
After improvements [0.9190527 0.0809473] probability
[0.15215199 0.84784801]
After improvements [0.88186836 0.11813164] probability
[0.37862012 0.62137988]
After improvements [0.88690036 0.11309964] probability
[0.07414728 0.92585272]
After improvements [0.87313133 0.12686867] probability
[0.37713784 0.62286216]
After improvements [0.92348002 0.07651998] probability
[0.19031468 0.80968532]
After improvements [0.80670288 0.19329712] probability
[0.27600544 0.72399456]
After improvements [0.8689365 0.1310635] probability
[0.38888233 0.61111767]
After improvements [0.88798718 0.11201282] probability
[0.28789439 0.71210561]
After improvements [0.805957 0.194043] probability
[0.11845689 0.88154311]
After improvements [0.85112614 0.14887386] probability
[0.25525388 0.74474612]
After improvements [0.91463631 0.08536369] probability
[0.86691053 0.13308947]
After improvements [0.96669499 0.03330501] probability
[0.67770322 0.32229678]
After improvements [0.92240586 0.07759414] probability
[0.25673456 0.74326544]
After improvements [0.85691007 0.14308993] probability
[0.37647796 0.62352204]
After improvements [0.85127036 0.14872964] probability
[0.73275568 0.26724432]
After improvements [0.94888549 0.05111451] probability
[0.49399621 0.50600379]
After improvements [0.90560774 0.09439226] probability
[0.38454874 0.61545126]
After improvements [0.94842421 0.05157579] probability
[0.39353449 0.60646551]
After improvements [0.9333502 0.0666498] probability
[0.69797926 0.30202074]
After improvements [0.94471571 0.05528429] probability
[0.2544051 0.7455949]
After improvements [0.84767674 0.15232326] probability
[0.52854008 0.47145992]
After improvements [0.92449745 0.07550255] probability
[0.31055313 0.68944687]
After improvements [0.8346574 0.1653426] probability
[0.70522886 0.29477114]
After improvements [0.96548241 0.03451759] probability
[0.28982161 0.71017839]
After improvements [0.87170008 0.12829992] probability
[0.54434004 0.45565996]
After improvements [0.92271021 0.07728979] probability
[0.33566447 0.66433553]
After improvements [0.86865269 0.13134731] probability
[0.65905093 0.34094907]
After improvements [0.93121482 0.06878518] probability
[0.75307501 0.24692499]
After improvements [0.95706857 0.04293143] probability
[0.35076101 0.64923899]
After improvements [0.91884557 0.08115443] probability
[0.13686459 0.86313541]
After improvements [0.85035616 0.14964384] probability
[0.45573162 0.54426838]
After improvements [0.90178477 0.09821523] probability
[0.19914195 0.80085805]
After improvements [0.82015502 0.17984498] probability
[0.25084799 0.74915201]
After improvements [0.8734267 0.1265733] probability
[0.34660912 0.65339088]
After improvements [0.85126638 0.14873362] probability
[0.48770184 0.51229816]
After improvements [0.91239153 0.08760847] probability
[0.06499704 0.93500296]
After improvements [0.81734567 0.18265433] probability
[0.30735252 0.69264748]
After improvements [0.89172244 0.10827756] probability
[0.36775365 0.63224635]
After improvements [0.85899594 0.14100406] probability
[0.75669639 0.24330361]
After improvements [0.94972448 0.05027552] probability
[0.59633406 0.40366594]
After improvements [0.93555796 0.06444204] probability
[0.62543924 0.37456076]
After improvements [0.94358826 0.05641174] probability
[0.21394647 0.78605353]
After improvements [0.80698697 0.19301303] probability
[0.09512017 0.90487983]
After improvements [0.85416196 0.14583804] probability
[0.19677071 0.80322929]
After improvements [0.88573266 0.11426734] probability
[0.42593531 0.57406469]
After improvements [0.88278575 0.11721425] probability
[0.6541123 0.3458877]
After improvements [0.88519361 0.11480639] probability
[0.20529393 0.79470607]
After improvements [0.84186463 0.15813537] probability
[0.22793604 0.77206396]
After improvements [0.84530079 0.15469921] probability
[0.21309244 0.78690756]
After improvements [0.83441196 0.16558804] probability
[0.74479113 0.25520887]
After improvements [0.95532854 0.04467146] probability
[0.40035303 0.59964697]
After improvements [0.87924189 0.12075811] probability
[0.27472447 0.72527553]
After improvements [0.83854513 0.16145487] probability
[0.73040889 0.26959111]
After improvements [0.96836529 0.03163471] probability
[0.07588578 0.92411422]
After improvements [0.85120414 0.14879586] probability
[0.45278631 0.54721369]
After improvements [0.89359001 0.10640999] probability
[0.54908628 0.45091372]
After improvements [0.93599366 0.06400634] probability
[0.61988917 0.38011083]
After improvements [0.92639146 0.07360854] probability
[0.55669676 0.44330324]
After improvements [0.95408914 0.04591086] probability
[0.52931133 0.47068867]
After improvements [0.91743911 0.08256089] probability
[0.42919868 0.57080132]
After improvements [0.93937891 0.06062109] probability
[0.5662124 0.4337876]
After improvements [0.93281182 0.06718818] probability
[0.50956985 0.49043015]
After improvements [0.91489458 0.08510542] probability
[0.89912204 0.10087796]
After improvements [0.98106705 0.01893295] probability
[0.42016107 0.57983893]
After improvements [0.92591892 0.07408108] probability
[0.4547305 0.5452695]
After improvements [0.88162155 0.11837845] probability
[0.72845561 0.27154439]
After improvements [0.93719056 0.06280944] probability
[0.48200053 0.51799947]
After improvements [0.92365557 0.07634443] probability
[0.18592249 0.81407751]
After improvements [0.81094106 0.18905894] probability
[0.21608831 0.78391169]
After improvements [0.85010891 0.14989109] probability
[0.53436625 0.46563375]
After improvements [0.9305935 0.0694065] probability
[0.29065807 0.70934193]
After improvements [0.89106326 0.10893674] probability
[0.63824677 0.36175323]
After improvements [0.94584131 0.05415869] probability
[0.19649074 0.80350926]
After improvements [0.82692142 0.17307858] probability
[0.64868833 0.35131167]
After improvements [0.90320617 0.09679383] probability
[0.53250149 0.46749851]
After improvements [0.88846238 0.11153762] probability
[0.53710075 0.46289925]
After improvements [0.93835014 0.06164986] probability
[0.22359106 0.77640894]
After improvements [0.82980727 0.17019273] probability
[0.63748488 0.36251512]
After improvements [0.95442292 0.04557708] probability
[0.36434624 0.63565376]
After improvements [0.85384771 0.14615229] probability
[0.4557328 0.5442672]
After improvements [0.93612741 0.06387259] probability
[0.22612804 0.77387196]
After improvements [0.84764697 0.15235303] probability
[0.42114752 0.57885248]
After improvements [0.90052189 0.09947811] probability
[0.32417133 0.67582867]
After improvements [0.90338448 0.09661552] probability
[0.18643588 0.81356412]
After improvements [0.87582186 0.12417814] probability
[0.17862559 0.82137441]
After improvements [0.87648288 0.12351712] probability
[0.11060022 0.88939978]
After improvements [0.82810948 0.17189052] probability
[0.31177012 0.68822988]
After improvements [0.88458654 0.11541346] probability
[0.31578654 0.68421346]
After improvements [0.87138228 0.12861772] probability
[0.16232348 0.83767652]
After improvements [0.86484662 0.13515338] probability
[0.18353715 0.81646285]
After improvements [0.8372657 0.1627343] probability
[0.3198573 0.6801427]
After improvements [0.90102135 0.09897865] probability
[0.41999182 0.58000818]
After improvements [0.87976338 0.12023662] probability
[0.51350105 0.48649895]
After improvements [0.90238769 0.09761231] probability
[0.54562112 0.45437888]
After improvements [0.92868835 0.07131165] probability
[0.23507922 0.76492078]
After improvements [0.91076451 0.08923549] probability
[0.3828741 0.6171259]
After improvements [0.92698878 0.07301122] probability
[0.50476774 0.49523226]
After improvements [0.93281067 0.06718933] probability
[0.18855528 0.81144472]
After improvements [0.82948251 0.17051749] probability
[0.18240831 0.81759169]
After improvements [0.81079512 0.18920488] probability
[0.22255715 0.77744285]
After improvements [0.83310443 0.16689557] probability
[0.3322449 0.6677551]
After improvements [0.90831686 0.09168314] probability
[0.33407765 0.66592235]
After improvements [0.87453801 0.12546199] probability
[0.5707742 0.4292258]
After improvements [0.90516402 0.09483598] probability
[0.41243726 0.58756274]
After improvements [0.89724344 0.10275656] probability
[0.46154959 0.53845041]
After improvements [0.94226718 0.05773282] probability
[0.28372186 0.71627814]
After improvements [0.88367742 0.11632258] probability
[0.36760695 0.63239305]
After improvements [0.90795623 0.09204377] probability
[0.60056158 0.39943842]
After improvements [0.9485621 0.0514379] probability
[0.15634542 0.84365458]
After improvements [0.87514583 0.12485417] probability
[0.46436284 0.53563716]
After improvements [0.94337597 0.05662403] probability
[0.36163654 0.63836346]
After improvements [0.87868995 0.12131005] probability
[0.51340254 0.48659746]
After improvements [0.95092942 0.04907058] probability
[0.66897381 0.33102619]
After improvements [0.9623669 0.0376331] probability
[0.32844928 0.67155072]
After improvements [0.91169293 0.08830707] probability
[0.52508527 0.47491473]
After improvements [0.94051817 0.05948183] probability
[0.11114601 0.88885399]
After improvements [0.81005784 0.18994216] probability
[0.30037659 0.69962341]
After improvements [0.89285228 0.10714772] probability
[0.68440437 0.31559563]
After improvements [0.96604135 0.03395865] probability
[0.44453248 0.55546752]
After improvements [0.91358501 0.08641499] probability
[0.41286369 0.58713631]
After improvements [0.93806928 0.06193072] probability
[0.49328717 0.50671283]
After improvements [0.92907781 0.07092219] probability
[0.27450858 0.72549142]
After improvements [0.86336195 0.13663805] probability
[0.50456054 0.49543946]
After improvements [0.94917991 0.05082009] probability
[0.10615235 0.89384765]
After improvements [0.85617505 0.14382495] probability
[0.15582749 0.84417251]
After improvements [0.82859015 0.17140985] probability
[0.51050855 0.48949145]
After improvements [0.91144138 0.08855862] probability
[0.13145516 0.86854484]
After improvements [0.88110514 0.11889486] probability
[0.11815717 0.88184283]
After improvements [0.82573715 0.17426285] probability
[0.21353851 0.78646149]
After improvements [0.8587804 0.1412196] probability
[0.33633262 0.66366738]
After improvements [0.82625001 0.17374999] probability
[0.10729238 0.89270762]
After improvements [0.82524429 0.17475571] probability
[0.26129009 0.73870991]
After improvements [0.87071493 0.12928507] probability
[0.26759001 0.73240999]
After improvements [0.87635406 0.12364594] probability
[0.66019119 0.33980881]
After improvements [0.93409169 0.06590831] probability
[0.69415143 0.30584857]
After improvements [0.95529095 0.04470905] probability
[0.18629567 0.81370433]
After improvements [0.81379209 0.18620791] probability
[0.50080155 0.49919845]
After improvements [0.90120933 0.09879067] probability
[0.32960859 0.67039141]
After improvements [0.91372511 0.08627489] probability
[0.15550854 0.84449146]
After improvements [0.87906647 0.12093353] probability
[0.37285552 0.62714448]
After improvements [0.87588943 0.12411057] probability
[0.35650626 0.64349374]
After improvements [0.87726619 0.12273381] probability
[0.23197853 0.76802147]
After improvements [0.83073133 0.16926867] probability
[0.1876889 0.8123111]
After improvements [0.84429181 0.15570819] probability
[0.25092282 0.74907718]
After improvements [0.85138334 0.14861666] probability
[0.60918839 0.39081161]
After improvements [0.93281067 0.06718933] probability
[0.30089332 0.69910668]
After improvements [0.8986806 0.1013194] probability
[0.41847114 0.58152886]
After improvements [0.92004264 0.07995736] probability
[0.44004193 0.55995807]
After improvements [0.90524506 0.09475494] probability
[0.2793961 0.7206039]
After improvements [0.87084968 0.12915032] probability
[0.36496886 0.63503114]
After improvements [0.83125124 0.16874876] probability
[0.22847106 0.77152894]
After improvements [0.8955105 0.1044895] probability
[0.20246868 0.79753132]
After improvements [0.84085691 0.15914309] probability
[0.27719783 0.72280217]
After improvements [0.87460268 0.12539732] probability
[0.36351926 0.63648074]
After improvements [0.87829145 0.12170855] probability
[0.37277143 0.62722857]
After improvements [0.84718316 0.15281684] probability
[0.35825835 0.64174165]
After improvements [0.92174337 0.07825663] probability
[0.69174372 0.30825628]
After improvements [0.94217282 0.05782718] probability
[0.67478952 0.32521048]
After improvements [0.92026172 0.07973828] probability
[0.54577324 0.45422676]
After improvements [0.94232114 0.05767886] probability
[0.43119464 0.56880536]
After improvements [0.88193159 0.11806841] probability
[0.22233808 0.77766192]
After improvements [0.82619324 0.17380676] probability
[0.29550078 0.70449922]
After improvements [0.87891409 0.12108591] probability
[0.51452164 0.48547836]
After improvements [0.92605558 0.07394442] probability
[0.42959946 0.57040054]
After improvements [0.93730381 0.06269619] probability
[0.49260524 0.50739476]
After improvements [0.86795412 0.13204588] probability
[0.29120738 0.70879262]
After improvements [0.88733326 0.11266674] probability
[0.32147354 0.67852646]
After improvements [0.82005034 0.17994966] probability
[0.27992071 0.72007929]
After improvements [0.82363462 0.17636538] probability
[0.1441421 0.8558579]
After improvements [0.86685003 0.13314997] probability
[0.10353754 0.89646246]
After improvements [0.81013569 0.18986431] probability
[0.25119116 0.74880884]
After improvements [0.85351446 0.14648554] probability
[0.64446643 0.35553357]
After improvements [0.92476109 0.07523891] probability
[0.19952154 0.80047846]
After improvements [0.81419651 0.18580349] probability
[0.25977035 0.74022965]
After improvements [0.84740496 0.15259504] probability
[0.48076136 0.51923864]
After improvements [0.93018013 0.06981987] probability
[0.39059113 0.60940887]
After improvements [0.86206823 0.13793177] probability
[0.51287962 0.48712038]
After improvements [0.88689852 0.11310148] probability
[0.40249004 0.59750996]
After improvements [0.89597208 0.10402792] probability
[0.28314409 0.71685591]
After improvements [0.89244769 0.10755231] probability
[0.35455338 0.64544662]
After improvements [0.9041512 0.0958488] probability
[0.36431158 0.63568842]
After improvements [0.91692024 0.08307976] probability
[0.408017 0.591983]
After improvements [0.88544836 0.11455164] probability
[0.36401682 0.63598318]
After improvements [0.90532543 0.09467457] probability
[0.25776526 0.74223474]
After improvements [0.83372365 0.16627635] probability
[0.49891357 0.50108643]
After improvements [0.93197124 0.06802876] probability
[0.20469782 0.79530218]
After improvements [0.84348669 0.15651331] probability
[0.28631497 0.71368503]
After improvements [0.88327614 0.11672386] probability
[0.43401297 0.56598703]
After improvements [0.91165123 0.08834877] probability
[0.38463222 0.61536778]
After improvements [0.82551041 0.17448959] probability
[0.33389111 0.66610889]
After improvements [0.90867427 0.09132573] probability
[0.60524186 0.39475814]
After improvements [0.92772054 0.07227946] probability
[0.25135572 0.74864428]
After improvements [0.85411188 0.14588812] probability
[0.41872397 0.58127603]
After improvements [0.91176084 0.08823916] probability
[0.3155336 0.6844664]
After improvements [0.83192442 0.16807558] probability
[0.40941396 0.59058604]
After improvements [0.8998986 0.1001014] probability
[0.30896383 0.69103617]
After improvements [0.86390815 0.13609185] probability
[0.42442425 0.57557575]
After improvements [0.90978087 0.09021913] probability
[0.42915376 0.57084624]
After improvements [0.88355322 0.11644678] probability
[0.48652515 0.51347485]
After improvements [0.91435576 0.08564424] probability
[0.25448881 0.74551119]
After improvements [0.88371326 0.11628674] probability
[0.31744594 0.68255406]
After improvements [0.90854816 0.09145184] probability
[0.19473151 0.80526849]
After improvements [0.82156913 0.17843087] probability
[0.4377166 0.5622834]
After improvements [0.87509481 0.12490519] probability
[0.58694651 0.41305349]
After improvements [0.93862106 0.06137894] probability
[0.56051161 0.43948839]
After improvements [0.93545373 0.06454627] probability
[0.46812653 0.53187347]
After improvements [0.91715223 0.08284777] probability
[0.58848202 0.41151798]
After improvements [0.96276798 0.03723202] probability
[0.21502922 0.78497078]
After improvements [0.8407227 0.1592773] probability
[0.61927717 0.38072283]
After improvements [0.92211619 0.07788381] probability
[0.36614853 0.63385147]
After improvements [0.8187571 0.1812429] probability
[0.58119843 0.41880157]
After improvements [0.90971341 0.09028659] probability
[0.25560095 0.74439905]
After improvements [0.8826984 0.1173016] probability
[0.22631893 0.77368107]
After improvements [0.83797921 0.16202079] probability
[0.21322999 0.78677001]
After improvements [0.84243129 0.15756871] probability
[0.55670565 0.44329435]
After improvements [0.94140029 0.05859971] probability
[0.33958235 0.66041765]
After improvements [0.90515196 0.09484804] probability
[0.76032174 0.23967826]
After improvements [0.9560074 0.0439926] probability
[0.15020215 0.84979785]
After improvements [0.86675644 0.13324356] probability
[0.61648371 0.38351629]
After improvements [0.91713052 0.08286948] probability
[0.20216057 0.79783943]
After improvements [0.84024907 0.15975093] probability
[0.11577783 0.88422217]
After improvements [0.8369567 0.1630433] probability
[0.65712614 0.34287386]
After improvements [0.93295288 0.06704712] probability
[0.09046015 0.90953985]
After improvements [0.86663064 0.13336936] probability
[0.22411243 0.77588757]
After improvements [0.85904899 0.14095101] probability
[0.24754003 0.75245997]
After improvements [0.874077 0.125923] probability
[0.15788207 0.84211793]
After improvements [0.88414322 0.11585678] probability
[0.16277724 0.83722276]
After improvements [0.88294096 0.11705904] probability
[0.40349524 0.59650476]
After improvements [0.83695893 0.16304107] probability
[0.31316248 0.68683752]
After improvements [0.83203415 0.16796585] probability
[0.33952828 0.66047172]
After improvements [0.90125938 0.09874062] probability
[0.31928966 0.68071034]
After improvements [0.89062889 0.10937111] probability
[0.5886304 0.4113696]
After improvements [0.94528124 0.05471876] probability
[0.24225535 0.75774465]
After improvements [0.80142565 0.19857435] probability
[0.143054 0.856946]
After improvements [0.86641288 0.13358712] probability
[0.2442096 0.7557904]
After improvements [0.80901119 0.19098881] probability
[0.6830454 0.3169546]
After improvements [0.93579757 0.06420243] probability
[0.34714625 0.65285375]
After improvements [0.90422589 0.09577411] probability
[0.6711718 0.3288282]
After improvements [0.94223254 0.05776746] probability
[0.35445287 0.64554713]
After improvements [0.90020781 0.09979219] probability
[0.30145897 0.69854103]
After improvements [0.88412876 0.11587124] probability
[0.6704723 0.3295277]
After improvements [0.95508306 0.04491694] probability
[0.66075396 0.33924604]
After improvements [0.96808478 0.03191522] probability
[0.7141329 0.2858671]
After improvements [0.95262421 0.04737579] probability
[0.4028569 0.5971431]
After improvements [0.8689365 0.1310635] probability
[0.24115299 0.75884701]
After improvements [0.87026699 0.12973301] probability
[0.37700055 0.62299945]
After improvements [0.84151755 0.15848245] probability
[0.51582613 0.48417387]
After improvements [0.91535604 0.08464396] probability
[0.34662561 0.65337439]
After improvements [0.85133704 0.14866296] probability
[0.58811922 0.41188078]
After improvements [0.89021295 0.10978705] probability
[0.51308867 0.48691133]
After improvements [0.91522379 0.08477621] probability
[0.68016396 0.31983604]
After improvements [0.94027719 0.05972281] probability
[0.39228318 0.60771682]
After improvements [0.89654225 0.10345775] probability
[0.18007813 0.81992187]
After improvements [0.80030476 0.19969524] probability
[0.55125896 0.44874104]
After improvements [0.90020945 0.09979055] probability
[0.34118177 0.65881823]
After improvements [0.8986806 0.1013194] probability
[0.74507813 0.25492187]
After improvements [0.95984966 0.04015034] probability
[0.12284736 0.87715264]
After improvements [0.80731773 0.19268227] probability
[0.530593 0.469407]
After improvements [0.89084873 0.10915127] probability
[0.54147842 0.45852158]
After improvements [0.90740519 0.09259481] probability
[0.29523949 0.70476051]
After improvements [0.89205673 0.10794327] probability
[0.36199782 0.63800218]
After improvements [0.88783055 0.11216945] probability
[0.2911645 0.7088355]
After improvements [0.8056243 0.1943757] probability
[0.64051022 0.35948978]
After improvements [0.94597365 0.05402635] probability
[0.19168432 0.80831568]
After improvements [0.81816488 0.18183512] probability
[0.29447778 0.70552222]
After improvements [0.87907609 0.12092391] probability
[0.82341256 0.17658744]
After improvements [0.95939329 0.04060671] probability
[0.09306577 0.90693423]
After improvements [0.86398776 0.13601224] probability
[0.50010922 0.49989078]
After improvements [0.92256181 0.07743819] probability
[0.51922494 0.48077506]
After improvements [0.94489618 0.05510382] probability
[0.48853135 0.51146865]
After improvements [0.91504983 0.08495017] probability
[0.40359109 0.59640891]
After improvements [0.8748874 0.1251126] probability
[0.4883146 0.5116854]
After improvements [0.92260139 0.07739861] probability
[0.32754249 0.67245751]
After improvements [0.90904356 0.09095644] probability
[0.44960988 0.55039012]
After improvements [0.90234381 0.09765619] probability
[0.16282312 0.83717688]
After improvements [0.84285997 0.15714003] probability
[0.16926288 0.83073712]
After improvements [0.85870977 0.14129023] probability
[0.46964263 0.53035737]
After improvements [0.85533026 0.14466974] probability
[0.43212671 0.56787329]
After improvements [0.93108741 0.06891259] probability
[0.66552706 0.33447294]
After improvements [0.96491461 0.03508539] probability
[0.36978903 0.63021097]
After improvements [0.83112926 0.16887074] probability
[0.61800704 0.38199296]
After improvements [0.94119957 0.05880043] probability
[0.47798159 0.52201841]
After improvements [0.94205466 0.05794534] probability
[0.57834322 0.42165678]
After improvements [0.90874623 0.09125377] probability
[0.35444986 0.64555014]
After improvements [0.9159582 0.0840418] probability
[0.3000274 0.6999726]
After improvements [0.88039907 0.11960093] probability
[0.56336556 0.43663444]
After improvements [0.89752926 0.10247074] probability
[0.42849569 0.57150431]
After improvements [0.9333502 0.0666498] probability
[0.6868005 0.3131995]
After improvements [0.95985037 0.04014963] probability
[0.269553 0.730447]
After improvements [0.8678943 0.1321057] probability
[0.39421491 0.60578509]
After improvements [0.92835394 0.07164606] probability
[0.41494293 0.58505707]
After improvements [0.90370957 0.09629043] probability
[0.27419711 0.72580289]
After improvements [0.86737949 0.13262051] probability
[0.29441372 0.70558628]
After improvements [0.83781861 0.16218139] probability
[0.507957 0.492043]
After improvements [0.89422511 0.10577489] probability
[0.50893259 0.49106741]
After improvements [0.92698878 0.07301122] probability
[0.43890684 0.56109316]
After improvements [0.91543503 0.08456497] probability
[0.18429559 0.81570441]
After improvements [0.84064579 0.15935421] probability
[0.37193535 0.62806465]
After improvements [0.81487901 0.18512099] probability
[0.63071246 0.36928754]
After improvements [0.95398213 0.04601787] probability
[0.80241392 0.19758608]
After improvements [0.94991753 0.05008247] probability
[0.25815066 0.74184934]
After improvements [0.86069698 0.13930302] probability
[0.62563627 0.37436373]
After improvements [0.94350595 0.05649405] probability
[0.58283376 0.41716624]
After improvements [0.91081344 0.08918656] probability
[0.3480617 0.6519383]
After improvements [0.90733272 0.09266728] probability
[0.20561491 0.79438509]
After improvements [0.83833915 0.16166085] probability
[0.27922414 0.72077586]
After improvements [0.83035674 0.16964326] probability
[0.41236901 0.58763099]
After improvements [0.8817871 0.1182129] probability
[0.39638313 0.60361687]
After improvements [0.8670993 0.1329007] probability
[0.43578553 0.56421447]
After improvements [0.93592017 0.06407983] probability
[0.87833197 0.12166803]
After improvements [0.97190605 0.02809395] probability
[0.35249101 0.64750899]
After improvements [0.90219039 0.09780961] probability
[0.25319156 0.74680844]
After improvements [0.86145189 0.13854811] probability
[0.41334559 0.58665441]
After improvements [0.82670015 0.17329985] probability
[0.33390509 0.66609491]
After improvements [0.89064017 0.10935983] probability
[0.14993279 0.85006721]
After improvements [0.82521273 0.17478727] probability
[0.49427952 0.50572048]
After improvements [0.86104197 0.13895803] probability
[0.2640425 0.7359575]
After improvements [0.85911142 0.14088858] probability
[0.35755759 0.64244241]
After improvements [0.92622359 0.07377641] probability
[0.5197078 0.4802922]
After improvements [0.88499186 0.11500814] probability
[0.36594005 0.63405995]
After improvements [0.9112111 0.0887889] probability
[0.48656851 0.51343149]
After improvements [0.94002984 0.05997016] probability
[0.29287435 0.70712565]
After improvements [0.86104197 0.13895803] probability
[0.31122847 0.68877153]
After improvements [0.87511036 0.12488964] probability
[0.67795919 0.32204081]
After improvements [0.93453128 0.06546872] probability
[0.5622216 0.4377784]
After improvements [0.92875477 0.07124523] probability
[0.18214801 0.81785199]
After improvements [0.81173452 0.18826548] probability
[0.16087567 0.83912433]
After improvements [0.87786533 0.12213467] probability
[0.31168097 0.68831903]
After improvements [0.89564646 0.10435354] probability
[0.40525358 0.59474642]
After improvements [0.8211828 0.1788172] probability
[0.39395947 0.60604053]
After improvements [0.9239046 0.0760954] probability
[0.44898109 0.55101891]
After improvements [0.93714481 0.06285519] probability
[0.22278071 0.77721929]
After improvements [0.84939379 0.15060621] probability
[0.30862431 0.69137569]
After improvements [0.89114644 0.10885356] probability
[0.49982848 0.50017152]
After improvements [0.89301363 0.10698637] probability
[0.20444107 0.79555893]
After improvements [0.83983469 0.16016531] probability
[0.52710282 0.47289718]
After improvements [0.92568119 0.07431881] probability
[0.38174263 0.61825737]
After improvements [0.9200972 0.0799028] probability
[0.39363307 0.60636693]
After improvements [0.89982091 0.10017909] probability
[0.1086827 0.8913173]
After improvements [0.85155945 0.14844055] probability
[0.15402364 0.84597636]
After improvements [0.87192029 0.12807971] probability
[0.58197479 0.41802521]
After improvements [0.95924724 0.04075276] probability
[0.37821087 0.62178913]
After improvements [0.92240173 0.07759827] probability
[0.32026119 0.67973881]
After improvements [0.897131 0.102869] probability
[0.31430601 0.68569399]
After improvements [0.89939291 0.10060709] probability
[0.28469248 0.71530752]
After improvements [0.82933591 0.17066409] probability
[0.11671334 0.88328666]
After improvements [0.8242176 0.1757824] probability
[0.27674465 0.72325535]
After improvements [0.87658117 0.12341883] probability
[0.63877541 0.36122459]
After improvements [0.9355881 0.0644119] probability
[0.56175313 0.43824687]
After improvements [0.94013178 0.05986822] probability
[0.14285888 0.85714112]
After improvements [0.84051133 0.15948867] probability
[0.02878512 0.97121488]
After improvements [0.82709021 0.17290979] probability
[0.05596123 0.94403877]
After improvements [0.80209087 0.19790913] probability
[0.02982132 0.97017868]
After improvements [0.81895895 0.18104105] probability
[0.16045041 0.83954959]
After improvements [0.80945214 0.19054786] probability
[0.03839621 0.96160379]
After improvements [0.80773245 0.19226755] probability
[0.70626558 0.29373442]
After improvements [0.94013178 0.05986822] probability
[0.408667 0.591333]
After improvements [0.83510112 0.16489888] probability
[0.67197946 0.32802054]
After improvements [0.94390482 0.05609518] probability
[0.488147 0.511853]
After improvements [0.95285661 0.04714339] probability
[0.78768175 0.21231825]
After improvements [0.96476814 0.03523186] probability
[0.48609278 0.51390722]
After improvements [0.91575653 0.08424347] probability
[0.48868103 0.51131897]
After improvements [0.93622922 0.06377078] probability
[0.19144915 0.80855085]
After improvements [0.87882017 0.12117983] probability
[0.4660834 0.5339166]
After improvements [0.86617121 0.13382879] probability
[0.06641641 0.93358359]
After improvements [0.8162387 0.1837613] probability
[0.33903933 0.66096067]
After improvements [0.91217522 0.08782478] probability
[0.38181075 0.61818925]
After improvements [0.91887764 0.08112236] probability
[0.33573152 0.66426848]
After improvements [0.90935772 0.09064228] probability
[0.27611575 0.72388425]
After improvements [0.81286323 0.18713677] probability
[0.66363146 0.33636854]
After improvements [0.96632308 0.03367692] probability
[0.44885613 0.55114387]
After improvements [0.91238393 0.08761607] probability
[0.34806888 0.65193112]
After improvements [0.86624132 0.13375868] probability
[0.42074782 0.57925218]
After improvements [0.8858062 0.1141938] probability
[0.42346365 0.57653635]
After improvements [0.89576526 0.10423474] probability
[0.16801694 0.83198306]
After improvements [0.84244624 0.15755376] probability
[0.59125994 0.40874006]
After improvements [0.91631079 0.08368921] probability
[0.72981296 0.27018704]
After improvements [0.95190893 0.04809107] probability
[0.82923811 0.17076189]
After improvements [0.97116204 0.02883796] probability
[0.47179082 0.52820918]
After improvements [0.90500874 0.09499126] probability
[0.23481788 0.76518212]
After improvements [0.87131502 0.12868498] probability
[0.25156231 0.74843769]
After improvements [0.88085492 0.11914508] probability
[0.55030004 0.44969996]
After improvements [0.94880159 0.05119841] probability
[0.54720191 0.45279809]
After improvements [0.93932904 0.06067096] probability
[0.28199579 0.71800421]
After improvements [0.82337692 0.17662308] probability
[0.66358647 0.33641353]
After improvements [0.95678814 0.04321186] probability
[0.22544789 0.77455211]
After improvements [0.84346064 0.15653936] probability
[0.19192995 0.80807005]
After improvements [0.8180719 0.1819281] probability
[0.34455321 0.65544679]
After improvements [0.89719281 0.10280719] probability
[0.65366785 0.34633215]
After improvements [0.91522379 0.08477621] probability
[0.44153288 0.55846712]
After improvements [0.93444389 0.06555611] probability
[0.1031074 0.8968926]
After improvements [0.86804496 0.13195504] probability
[0.70742774 0.29257226]
After improvements [0.94195707 0.05804293] probability
[0.30151294 0.69848706]
After improvements [0.85076542 0.14923458] probability
[0.03585841 0.96414159]
After improvements [0.81332077 0.18667923] probability
[0.0551476 0.9448524]
After improvements [0.82615216 0.17384784] probability
[0.02482485 0.97517515]
After improvements [0.80758528 0.19241472] probability
[0.03399562 0.96600438]
After improvements [0.80984259 0.19015741] probability
[0.0734888 0.9265112]
After improvements [0.80388159 0.19611841] probability
[0.06617721 0.93382279]
After improvements [0.81272221 0.18727779] probability
[0.63264572 0.36735428]
After improvements [0.9530319 0.0469681] probability
[0.24659076 0.75340924]
After improvements [0.83893401 0.16106599] probability
[0.67073252 0.32926748]
After improvements [0.95865341 0.04134659] probability
[0.39859483 0.60140517]
After improvements [0.92995623 0.07004377] probability
[0.62231704 0.37768296]
After improvements [0.90321959 0.09678041] probability
[0.30844128 0.69155872]
After improvements [0.9207053 0.0792947] probability
[0.38141067 0.61858933]
After improvements [0.82353802 0.17646198] probability
[0.44740737 0.55259263]
After improvements [0.92362954 0.07637046] probability
[0.37060151 0.62939849]
After improvements [0.90213575 0.09786425] probability
[0.24655976 0.75344024]
After improvements [0.84483447 0.15516553] probability
[0.08288472 0.91711528]
After improvements [0.82153083 0.17846917] probability
[0.35746729 0.64253271]
After improvements [0.9214947 0.0785053] probability
[0.3178879 0.6821121]
After improvements [0.82117576 0.17882424] probability
[0.37143971 0.62856029]
After improvements [0.91430823 0.08569177] probability
[0.14155953 0.85844047]
After improvements [0.86520414 0.13479586] probability
[0.26620655 0.73379345]
After improvements [0.87592443 0.12407557] probability
[0.11614932 0.88385068]
After improvements [0.82720422 0.17279578] probability
[0.46289912 0.53710088]
After improvements [0.91589181 0.08410819] probability
[0.47700941 0.52299059]
After improvements [0.91774336 0.08225664] probability
[0.44876665 0.55123335]
After improvements [0.88540783 0.11459217] probability
[0.55965093 0.44034907]
After improvements [0.92036186 0.07963814] probability
[0.37121688 0.62878312]
After improvements [0.88657555 0.11342445] probability
[0.16388984 0.83611016]
After improvements [0.85477311 0.14522689] probability
[0.39493951 0.60506049]
After improvements [0.92119558 0.07880442] probability
[0.84811907 0.15188093]
After improvements [0.98315289 0.01684711] probability
[0.27318362 0.72681638]
After improvements [0.91360676 0.08639324] probability
[0.22714419 0.77285581]
After improvements [0.83673182 0.16326818] probability
[0.35022451 0.64977549]
After improvements [0.9345799 0.0654201] probability
[0.39716604 0.60283396]
After improvements [0.82805474 0.17194526] probability
[0.2991893 0.7008107]
After improvements [0.88157765 0.11842235] probability
[0.39424899 0.60575101]
After improvements [0.8727563 0.1272437] probability
[0.14169661 0.85830339]
After improvements [0.80620874 0.19379126] probability
[0.44027844 0.55972156]
After improvements [0.93741126 0.06258874] probability
[0.28373659 0.71626341]
After improvements [0.85869866 0.14130134] probability
[0.47281992 0.52718008]
After improvements [0.88798718 0.11201282] probability
[0.29073848 0.70926152]
After improvements [0.88355322 0.11644678] probability
[0.12390866 0.87609134]
After improvements [0.83345947 0.16654053] probability
[0.27802982 0.72197018]
After improvements [0.87697187 0.12302813] probability
[0.36734267 0.63265733]
After improvements [0.90921644 0.09078356] probability
[0.22775151 0.77224849]
After improvements [0.84392869 0.15607131] probability
[0.44019035 0.55980965]
After improvements [0.9255316 0.0744684] probability
[0.42110892 0.57889108]
After improvements [0.87834351 0.12165649] probability
[0.28590498 0.71409502]
After improvements [0.89218284 0.10781716] probability
[0.59439447 0.40560553]
After improvements [0.92756896 0.07243104] probability
[0.33636789 0.66363211]
After improvements [0.91096156 0.08903844] probability
[0.57481687 0.42518313]
After improvements [0.91453712 0.08546288] probability
[0.49860023 0.50139977]
After improvements [0.87557974 0.12442026] probability
[0.29086673 0.70913327]
After improvements [0.88531929 0.11468071] probability
[0.55486582 0.44513418]
After improvements [0.94544633 0.05455367] probability
[0.23130556 0.76869444]
After improvements [0.85225019 0.14774981] probability
[0.25831925 0.74168075]
After improvements [0.87842464 0.12157536] probability
[0.31553491 0.68446509]
After improvements [0.90476511 0.09523489] probability
[0.50071401 0.49928599]
After improvements [0.91297596 0.08702404] probability
[0.50129708 0.49870292]
After improvements [0.91074146 0.08925854] probability
[0.34000075 0.65999925]
After improvements [0.85236168 0.14763832] probability
[0.15584355 0.84415645]
After improvements [0.82793642 0.17206358] probability
[0.32007941 0.67992059]
After improvements [0.83239047 0.16760953] probability
[0.31616633 0.68383367]
After improvements [0.89054488 0.10945512] probability
[0.24594468 0.75405532]
After improvements [0.85156667 0.14843333] probability
[0.42689703 0.57310297]
After improvements [0.88809641 0.11190359] probability
[0.5209138 0.4790862]
After improvements [0.91692164 0.08307836] probability
[0.56679956 0.43320044]
After improvements [0.95554752 0.04445248] probability
[0.75987255 0.24012745]
After improvements [0.96008116 0.03991884] probability
[0.61458867 0.38541133]
After improvements [0.93592017 0.06407983] probability
[0.34498969 0.65501031]
After improvements [0.91350775 0.08649225] probability
[0.22609705 0.77390295]
After improvements [0.85959617 0.14040383] probability
[0.19116614 0.80883386]
After improvements [0.86669256 0.13330744] probability
[0.20702368 0.79297632]
After improvements [0.87363525 0.12636475] probability
[0.17283089 0.82716911]
After improvements [0.82800941 0.17199059] probability
[0.32185107 0.67814893]
After improvements [0.90162563 0.09837437] probability
[0.54689893 0.45310107]
After improvements [0.92756896 0.07243104] probability
[0.73791834 0.26208166]
After improvements [0.94441265 0.05558735] probability
[0.26863525 0.73136475]
After improvements [0.85337434 0.14662566] probability
[0.06581981 0.93418019]
After improvements [0.80446039 0.19553961] probability
[0.57122496 0.42877504]
After improvements [0.95185543 0.04814457] probability
[0.54997193 0.45002807]
After improvements [0.9560074 0.0439926] probability
[0.51668967 0.48331033]
After improvements [0.95079714 0.04920286] probability
[0.22821114 0.77178886]
After improvements [0.88961876 0.11038124] probability
[0.35909179 0.64090821]
After improvements [0.91750227 0.08249773] probability
[0.62175599 0.37824401]
After improvements [0.95262421 0.04737579] probability
[0.56751446 0.43248554]
After improvements [0.92924418 0.07075582] probability
[0.28018461 0.71981539]
After improvements [0.87307705 0.12692295] probability
[0.19942512 0.80057488]
After improvements [0.82923073 0.17076927] probability
[0.41747141 0.58252859]
After improvements [0.92466731 0.07533269] probability
[0.53784695 0.46215305]
After improvements [0.93317589 0.06682411] probability
[0.05262396 0.94737604]
After improvements [0.87649101 0.12350899] probability
[0.52660404 0.47339596]
After improvements [0.92694515 0.07305485] probability
[0.44797625 0.55202375]
After improvements [0.89188831 0.10811169] probability
[0.06698644 0.93301356]
After improvements [0.85219176 0.14780824] probability
[0.25582729 0.74417271]
After improvements [0.85914143 0.14085857] probability
[0.16065078 0.83934922]
After improvements [0.88173802 0.11826198] probability
[0.24645464 0.75354536]
After improvements [0.85518306 0.14481694] probability
[0.27152771 0.72847229]
After improvements [0.86903734 0.13096266] probability
[0.12878828 0.87121172]
After improvements [0.81339465 0.18660535] probability
[0.6392727 0.3607273]
After improvements [0.93254071 0.06745929] probability
[0.73103703 0.26896297]
After improvements [0.96604075 0.03395925] probability
[0.17737779 0.82262221]
After improvements [0.80664438 0.19335562] probability
[0.2529192 0.7470808]
After improvements [0.8187105 0.1812895] probability
[0.51522347 0.48477653]
After improvements [0.94785146 0.05214854] probability
[0.47038297 0.52961703]
After improvements [0.89245911 0.10754089] probability
[0.63672913 0.36327087]
After improvements [0.93066048 0.06933952] probability
[0.46063522 0.53936478]
After improvements [0.90751063 0.09248937] probability
[0.36301505 0.63698495]
After improvements [0.87824091 0.12175909] probability
[0.25187491 0.74812509]
After improvements [0.86903434 0.13096566] probability
[0.32758969 0.67241031]
After improvements [0.9041512 0.0958488] probability
[0.48086303 0.51913697]
After improvements [0.88383293 0.11616707] probability
[0.46726388 0.53273612]
After improvements [0.9076203 0.0923797] probability
[0.29521352 0.70478648]
After improvements [0.88858545 0.11141455] probability
[0.46338764 0.53661236]
After improvements [0.91186695 0.08813305] probability
[0.43244025 0.56755975]
After improvements [0.889355 0.110645] probability
[0.3409626 0.6590374]
After improvements [0.91147758 0.08852242] probability
[0.35797853 0.64202147]
After improvements [0.90422747 0.09577253] probability
[0.21183112 0.78816888]
After improvements [0.85008676 0.14991324] probability
[0.23917997 0.76082003]
After improvements [0.87008312 0.12991688] probability
[0.57071491 0.42928509]
After improvements [0.9399764 0.0600236] probability
[0.36671213 0.63328787]
After improvements [0.92912137 0.07087863] probability
[0.72187429 0.27812571]
After improvements [0.9768679 0.0231321] probability
[0.44696057 0.55303943]
After improvements [0.88982621 0.11017379] probability
[0.68058686 0.31941314]
After improvements [0.93470287 0.06529713] probability
[0.70200438 0.29799562]
After improvements [0.96459911 0.03540089] probability
[0.71996549 0.28003451]
After improvements [0.94746911 0.05253089] probability
[0.07656357 0.92343643]
After improvements [0.82673686 0.17326314] probability
[0.18996853 0.81003147]
After improvements [0.8797722 0.1202278] probability
[0.15112305 0.84887695]
After improvements [0.85191409 0.14808591] probability
[0.57095535 0.42904465]
After improvements [0.9135333 0.0864667] probability
[0.34848354 0.65151646]
After improvements [0.90406427 0.09593573] probability
[0.46996265 0.53003735]
After improvements [0.92168116 0.07831884] probability
[0.55795251 0.44204749]
After improvements [0.92539547 0.07460453] probability
[0.41782897 0.58217103]
After improvements [0.92089347 0.07910653] probability
[0.4439205 0.5560795]
After improvements [0.91968501 0.08031499] probability
[0.28268618 0.71731382]
After improvements [0.84787328 0.15212672] probability
[0.22091297 0.77908703]
After improvements [0.83876056 0.16123944] probability
[0.33594989 0.66405011]
After improvements [0.91210612 0.08789388] probability
[0.10166065 0.89833935]
After improvements [0.84369762 0.15630238] probability
[0.1711495 0.8288505]
After improvements [0.80972048 0.19027952] probability
[0.401213 0.598787]
After improvements [0.82949214 0.17050786] probability
[0.40865703 0.59134297]
After improvements [0.90206204 0.09793796] probability
[0.36102626 0.63897374]
After improvements [0.91210759 0.08789241] probability
[0.4849455 0.5150545]
After improvements [0.9338182 0.0661818] probability
[0.25957243 0.74042757]
After improvements [0.86176113 0.13823887] probability
[0.29284095 0.70715905]
After improvements [0.87613841 0.12386159] probability
[0.2090286 0.7909714]
After improvements [0.83548786 0.16451214] probability
[0.20231949 0.79768051]
After improvements [0.85511264 0.14488736] probability
[0.54553359 0.45446641]
After improvements [0.89206151 0.10793849] probability
[0.43608565 0.56391435]
After improvements [0.90074974 0.09925026] probability
[0.48647967 0.51352033]
After improvements [0.90659005 0.09340995] probability
[0.40524084 0.59475916]
After improvements [0.83758858 0.16241142] probability
[0.25017708 0.74982292]
After improvements [0.84707168 0.15292832] probability
[0.44091664 0.55908336]
After improvements [0.8776203 0.1223797] probability
[0.31839944 0.68160056]
After improvements [0.89039814 0.10960186] probability
[0.29843766 0.70156234]
After improvements [0.83765955 0.16234045] probability
[0.41309512 0.58690488]
After improvements [0.89689142 0.10310858] probability
[0.24091447 0.75908553]
After improvements [0.86688132 0.13311868] probability
[0.05943297 0.94056703]
After improvements [0.80790349 0.19209651] probability
[0.66784273 0.33215727]
After improvements [0.9336353 0.0663647] probability
[0.25684677 0.74315323]
After improvements [0.87075533 0.12924467] probability
[0.20221384 0.79778616]
After improvements [0.83650365 0.16349635] probability
[0.34716605 0.65283395]
After improvements [0.88850821 0.11149179] probability
[0.71659433 0.28340567]
After improvements [0.94869536 0.05130464] probability
[0.56638493 0.43361507]
After improvements [0.93664689 0.06335311] probability
[0.63052161 0.36947839]
After improvements [0.95723918 0.04276082] probability
[0.46397704 0.53602296]
After improvements [0.90410406 0.09589594] probability
[0.74112287 0.25887713]
After improvements [0.95922757 0.04077243] probability
[0.36796671 0.63203329]
After improvements [0.91637862 0.08362138] probability
[0.40822637 0.59177363]
After improvements [0.90073057 0.09926943] probability
[0.44092703 0.55907297]
After improvements [0.91017987 0.08982013] probability
[0.32697013 0.67302987]
After improvements [0.89160117 0.10839883] probability
[0.5848504 0.4151496]
After improvements [0.95984966 0.04015034] probability
[0.62453211 0.37546789]
After improvements [0.93825032 0.06174968] probability
[0.16130027 0.83869973]
After improvements [0.85950667 0.14049333] probability
[0.83720772 0.16279228]
After improvements [0.96989605 0.03010395] probability
[0.25488502 0.74511498]
After improvements [0.81540493 0.18459507] probability
[0.23844772 0.76155228]
After improvements [0.81153827 0.18846173] probability
[0.23041708 0.76958292]
After improvements [0.86303024 0.13696976] probability
[0.39538686 0.60461314]
After improvements [0.89203969 0.10796031] probability
[0.42676047 0.57323953]
After improvements [0.907114 0.092886] probability
[0.11578632 0.88421368]
After improvements [0.83844287 0.16155713] probability
[0.23090816 0.76909184]
After improvements [0.86884097 0.13115903] probability
[0.20664431 0.79335569]
After improvements [0.84135656 0.15864344] probability
[0.24290362 0.75709638]
After improvements [0.85620456 0.14379544] probability
[0.30659973 0.69340027]
After improvements [0.90345804 0.09654196] probability
[0.27412305 0.72587695]
After improvements [0.87150004 0.12849996] probability
[0.1948222 0.8051778]
After improvements [0.80826435 0.19173565] probability
[0.22974965 0.77025035]
After improvements [0.86288712 0.13711288] probability
[0.37507437 0.62492563]
After improvements [0.89712931 0.10287069] probability
[0.61818664 0.38181336]
After improvements [0.92160122 0.07839878] probability
[0.47993144 0.52006856]
After improvements [0.92233869 0.07766131] probability
[0.58889049 0.41110951]
After improvements [0.94365231 0.05634769] probability
[0.56392893 0.43607107]
After improvements [0.94107617 0.05892383] probability
[0.61807553 0.38192447]
After improvements [0.96375188 0.03624812] probability
[0.49340259 0.50659741]
After improvements [0.87486046 0.12513954] probability
[0.11277188 0.88722812]
After improvements [0.82699418 0.17300582] probability
[0.2144894 0.7855106]
After improvements [0.81702903 0.18297097] probability
[0.24833175 0.75166825]
After improvements [0.83353059 0.16646941] probability
[0.28118562 0.71881438]
After improvements [0.87864108 0.12135892] probability
[0.07216649 0.92783351]
After improvements [0.84367438 0.15632562] probability
[0.43078297 0.56921703]
After improvements [0.93174342 0.06825658] probability
[0.26798122 0.73201878]
After improvements [0.87036329 0.12963671] probability
[0.09773672 0.90226328]
After improvements [0.86607669 0.13392331] probability
[0.14569646 0.85430354]
After improvements [0.85938793 0.14061207] probability
[0.21735922 0.78264078]
After improvements [0.81857627 0.18142373] probability
[0.50815612 0.49184388]
After improvements [0.9164001 0.0835999] probability
[0.29527659 0.70472341]
After improvements [0.87377336 0.12622664] probability
[0.40745855 0.59254145]
After improvements [0.90083741 0.09916259] probability
[0.79134263 0.20865737]
After improvements [0.96526774 0.03473226] probability
[0.6133781 0.3866219]
After improvements [0.94941782 0.05058218] probability
[0.17697172 0.82302828]
After improvements [0.8365065 0.1634935] probability
[0.48026676 0.51973324]
After improvements [0.8899134 0.1100866] probability
[0.60715959 0.39284041]
After improvements [0.94401809 0.05598191] probability
[0.36759492 0.63240508]
After improvements [0.90971932 0.09028068] probability
[0.47571372 0.52428628]
After improvements [0.92111916 0.07888084] probability
[0.20043587 0.79956413]
After improvements [0.81694526 0.18305474] probability
[0.57594029 0.42405971]
After improvements [0.91876663 0.08123337] probability
[0.30217469 0.69782531]
After improvements [0.89379731 0.10620269] probability
[0.43320551 0.56679449]
After improvements [0.84396567 0.15603433] probability
[0.14058576 0.85941424]
After improvements [0.85799321 0.14200679] probability
[0.5114079 0.4885921]
After improvements [0.93951644 0.06048356] probability
[0.20692811 0.79307189]
After improvements [0.84174494 0.15825506] probability
[0.62256245 0.37743755]
After improvements [0.89288243 0.10711757] probability
[0.25487989 0.74512011]
After improvements [0.86649454 0.13350546] probability
[0.27494816 0.72505184]
After improvements [0.86340188 0.13659812] probability
[0.15113702 0.84886298]
After improvements [0.80309218 0.19690782] probability
[0.35726636 0.64273364]
After improvements [0.87536181 0.12463819] probability
[0.41187216 0.58812784]
After improvements [0.94155247 0.05844753] probability
[0.40027796 0.59972204]
After improvements [0.87878606 0.12121394] probability
[0.5269458 0.4730542]
After improvements [0.9258364 0.0741636] probability
[0.7286971 0.2713029]
After improvements [0.95397621 0.04602379] probability
[0.11649262 0.88350738]
After improvements [0.80355976 0.19644024] probability
[0.24485631 0.75514369]
After improvements [0.91215592 0.08784408] probability
[0.36794881 0.63205119]
After improvements [0.91724896 0.08275104] probability
[0.35424744 0.64575256]
After improvements [0.86604141 0.13395859] probability
[0.52791101 0.47208899]
After improvements [0.95482393 0.04517607] probability
[0.27470357 0.72529643]
After improvements [0.87804529 0.12195471] probability
[0.50282887 0.49717113]
After improvements [0.93174342 0.06825658] probability
[0.25354829 0.74645171]
After improvements [0.86448899 0.13551101] probability
[0.23347057 0.76652943]
After improvements [0.85458431 0.14541569] probability
[0.29240376 0.70759624]
After improvements [0.88415167 0.11584833] probability
[0.29030279 0.70969721]
After improvements [0.86937587 0.13062413] probability
[0.50741758 0.49258242]
After improvements [0.92024815 0.07975185] probability
[0.78305331 0.21694669]
After improvements [0.95028222 0.04971778] probability
[0.15768813 0.84231187]
After improvements [0.8298826 0.1701174] probability
[0.24598337 0.75401663]
After improvements [0.87888003 0.12111997] probability
[0.27334211 0.72665789]
After improvements [0.88008681 0.11991319] probability
[0.27669534 0.72330466]
After improvements [0.87696989 0.12303011] probability
[0.25434125 0.74565875]
After improvements [0.86610391 0.13389609] probability
[0.16172632 0.83827368]
After improvements [0.86096733 0.13903267] probability
[0.14615237 0.85384763]
After improvements [0.86632508 0.13367492] probability
[0.22288753 0.77711247]
After improvements [0.85508355 0.14491645] probability
[0.6819036 0.3180964]
After improvements [0.94396476 0.05603524] probability
[0.5868711 0.4131289]
After improvements [0.90723893 0.09276107] probability
[0.19243717 0.80756283]
After improvements [0.8781761 0.1218239] probability
[0.44841468 0.55158532]
After improvements [0.93586986 0.06413014] probability
[0.06701136 0.93298864]
After improvements [0.84099588 0.15900412] probability
[0.36770481 0.63229519]
After improvements [0.91162202 0.08837798] probability
[0.26526936 0.73473064]
After improvements [0.87485371 0.12514629] probability
[0.16820028 0.83179972]
After improvements [0.87886336 0.12113664] probability
[0.1864009 0.8135991]
After improvements [0.81505272 0.18494728] probability
[0.5503382 0.4496618]
After improvements [0.8988474 0.1011526] probability
[0.31483386 0.68516614]
After improvements [0.90267782 0.09732218] probability
[0.79536902 0.20463098]
After improvements [0.96232206 0.03767794] probability
[0.36686471 0.63313529]
After improvements [0.88708564 0.11291436] probability
[0.86112393 0.13887607]
After improvements [0.97240867 0.02759133] probability
[0.32087165 0.67912835]
After improvements [0.83742493 0.16257507] probability
[0.21463828 0.78536172]
After improvements [0.87660888 0.12339112] probability
[0.4358468 0.5641532]
After improvements [0.90114875 0.09885125] probability
[0.55002576 0.44997424]
After improvements [0.9244139 0.0755861] probability
[0.2100288 0.7899712]
After improvements [0.8711427 0.1288573] probability
[0.56927307 0.43072693]
After improvements [0.94511039 0.05488961] probability
[0.47446795 0.52553205]
After improvements [0.8977264 0.1022736] probability
[0.78727725 0.21272275]
After improvements [0.94670074 0.05329926] probability
[0.58148552 0.41851448]
After improvements [0.91788536 0.08211464] probability
[0.41431272 0.58568728]
After improvements [0.82070638 0.17929362] probability
[0.666795 0.333205]
After improvements [0.92354092 0.07645908] probability
[0.2212556 0.7787444]
After improvements [0.84758904 0.15241096] probability
[0.74274846 0.25725154]
After improvements [0.94571706 0.05428294] probability
[0.0398966 0.9601034]
After improvements [0.83862498 0.16137502] probability
[0.20846828 0.79153172]
After improvements [0.82052354 0.17947646] probability
[0.33243199 0.66756801]
After improvements [0.81971434 0.18028566] probability
[0.31511483 0.68488517]
After improvements [0.80870845 0.19129155] probability
[0.23217439 0.76782561]
After improvements [0.82997185 0.17002815] probability
[0.22435595 0.77564405]
After improvements [0.8932915 0.1067085] probability
[0.25286917 0.74713083]
After improvements [0.86566959 0.13433041] probability
[0.12707768 0.87292232]
After improvements [0.8499888 0.1500112] probability
[0.04804126 0.95195874]
After improvements [0.82070112 0.17929888] probability
[0.80221058 0.19778942]
After improvements [0.96607956 0.03392044] probability
[0.1441796 0.8558204]
After improvements [0.84400742 0.15599258] probability
[0.64369697 0.35630303]
After improvements [0.95984966 0.04015034] probability
[0.70197378 0.29802622]
After improvements [0.94107617 0.05892383] probability
[0.33961386 0.66038614]
After improvements [0.90516402 0.09483598] probability
[0.41169073 0.58830927]
After improvements [0.90937112 0.09062888] probability
[0.66144614 0.33855386]
After improvements [0.94440026 0.05559974] probability
[0.65823796 0.34176204]
After improvements [0.9079547 0.0920453] probability
[0.45934812 0.54065188]
After improvements [0.86987741 0.13012259] probability
[0.48646558 0.51353442]
After improvements [0.92961808 0.07038192] probability
[0.67519282 0.32480718]
After improvements [0.94037463 0.05962537] probability
[0.27955558 0.72044442]
After improvements [0.91283321 0.08716679] probability
[0.56556207 0.43443793]
After improvements [0.94440026 0.05559974] probability
[0.37587841 0.62412159]
After improvements [0.91162202 0.08837798] probability
[0.59632081 0.40367919]
After improvements [0.93756647 0.06243353] probability
[0.71053046 0.28946954]
After improvements [0.9367542 0.0632458] probability
[0.22353006 0.77646994]
After improvements [0.84197542 0.15802458] probability
[0.2141651 0.7858349]
After improvements [0.82507372 0.17492628] probability
[0.82516727 0.17483273]
After improvements [0.95529095 0.04470905] probability
[0.49393985 0.50606015]
After improvements [0.92269521 0.07730479] probability
[0.32879865 0.67120135]
After improvements [0.89678989 0.10321011] probability
[0.46131025 0.53868975]
After improvements [0.91297596 0.08702404] probability
[0.84021104 0.15978896]
After improvements [0.97588945 0.02411055] probability
[0.15999248 0.84000752]
After improvements [0.87810813 0.12189187] probability
[0.39558556 0.60441444]
After improvements [0.88911186 0.11088814] probability
[0.4752186 0.5247814]
After improvements [0.90049041 0.09950959] probability
[0.57650597 0.42349403]
After improvements [0.89875907 0.10124093] probability
[0.56385941 0.43614059]
After improvements [0.95784906 0.04215094] probability
[0.27972033 0.72027967]
After improvements [0.80363805 0.19636195] probability
[0.18511828 0.81488172]
After improvements [0.83653017 0.16346983] probability
[0.63328741 0.36671259]
After improvements [0.94013178 0.05986822] probability
[0.20199331 0.79800669]
After improvements [0.83913619 0.16086381] probability
[0.15827797 0.84172203]
After improvements [0.85256507 0.14743493] probability
[0.44804133 0.55195867]
After improvements [0.94013178 0.05986822] probability
[0.3049966 0.6950034]
After improvements [0.87819448 0.12180552] probability
[0.03440192 0.96559808]
After improvements [0.80677116 0.19322884] probability
[0.42195091 0.57804909]
After improvements [0.92728993 0.07271007] probability
[0.27287491 0.72712509]
After improvements [0.81617286 0.18382714] probability
[0.5335015 0.4664985]
After improvements [0.92466603 0.07533397] probability
[0.18747814 0.81252186]
After improvements [0.82554365 0.17445635] probability
[0.27860152 0.72139848]
After improvements [0.8780848 0.1219152] probability
[0.65270317 0.34729683]
After improvements [0.92466603 0.07533397] probability
[0.71540172 0.28459828]
After improvements [0.95463556 0.04536444] probability
[0.36122099 0.63877901]
After improvements [0.90169242 0.09830758] probability
[0.35440295 0.64559705]
After improvements [0.86528094 0.13471906] probability
[0.29821013 0.70178987]
After improvements [0.88263965 0.11736035] probability
[0.42597586 0.57402414]
After improvements [0.93489886 0.06510114] probability
[0.42479874 0.57520126]
After improvements [0.87890048 0.12109952] probability
[0.4062758 0.5937242]
After improvements [0.93268497 0.06731503] probability
[0.35746926 0.64253074]
After improvements [0.86487762 0.13512238] probability
[0.53788976 0.46211024]
After improvements [0.92995623 0.07004377] probability
[0.35565104 0.64434896]
After improvements [0.83585116 0.16414884] probability
[0.39203024 0.60796976]
After improvements [0.86278509 0.13721491] probability
[0.49268773 0.50731227]
After improvements [0.91430823 0.08569177] probability
[0.40437673 0.59562327]
After improvements [0.91897936 0.08102064] probability
[0.37771665 0.62228335]
After improvements [0.91572884 0.08427116] probability
[0.37995575 0.62004425]
After improvements [0.91646022 0.08353978] probability
[0.74807546 0.25192454]
After improvements [0.94948003 0.05051997] probability
[0.51548588 0.48451412]
After improvements [0.92046993 0.07953007] probability
[0.36385307 0.63614693]
After improvements [0.87012977 0.12987023] probability
[0.42070711 0.57929289]
After improvements [0.90200078 0.09799922] probability
[0.49787079 0.50212921]
After improvements [0.87579368 0.12420632] probability
[0.65571354 0.34428646]
After improvements [0.93023228 0.06976772] probability
[0.57567806 0.42432194]
After improvements [0.9453713 0.0546287] probability
[0.55392469 0.44607531]
After improvements [0.93143506 0.06856494] probability
[0.14500262 0.85499738]
After improvements [0.87409939 0.12590061] probability
[0.82462705 0.17537295]
After improvements [0.96469435 0.03530565] probability
[0.21095749 0.78904251]
After improvements [0.83901437 0.16098563] probability
[0.17199449 0.82800551]
After improvements [0.86674424 0.13325576] probability
[0.15644761 0.84355239]
After improvements [0.83317694 0.16682306] probability
[0.16479259 0.83520741]
After improvements [0.88194301 0.11805699] probability
[0.28642275 0.71357725]
After improvements [0.87023061 0.12976939] probability
[0.82350564 0.17649436]
After improvements [0.96936046 0.03063954] probability
[0.27340258 0.72659742]
After improvements [0.87287164 0.12712836] probability
[0.83969474 0.16030526]
After improvements [0.97281508 0.02718492] probability
[0.61408028 0.38591972]
After improvements [0.91498279 0.08501721] probability
[0.34919173 0.65080827]
After improvements [0.89926637 0.10073363] probability
[0.49586574 0.50413426]
After improvements [0.94584131 0.05415869] probability
[0.41164946 0.58835054]
After improvements [0.8415151 0.1584849] probability
[0.34284582 0.65715418]
After improvements [0.90291745 0.09708255] probability
[0.34282053 0.65717947]
After improvements [0.90087612 0.09912388] probability
[0.36369446 0.63630554]
After improvements [0.91562483 0.08437517] probability
[0.51116029 0.48883971]
After improvements [0.88066447 0.11933553] probability
[0.46636988 0.53363012]
After improvements [0.90059712 0.09940288] probability
[0.5826924 0.4173076]
After improvements [0.90434011 0.09565989] probability
[0.10465282 0.89534718]
After improvements [0.81657063 0.18342937] probability
[0.46252259 0.53747741]
After improvements [0.9203632 0.0796368] probability
[0.31966452 0.68033548]
After improvements [0.88932599 0.11067401] probability
[0.32635705 0.67364295]
After improvements [0.89883583 0.10116417] probability
[0.35727555 0.64272445]
After improvements [0.91971556 0.08028444] probability
[0.23620467 0.76379533]
After improvements [0.85769113 0.14230887] probability
[0.45652476 0.54347524]
After improvements [0.91095248 0.08904752] probability
[0.22687351 0.77312649]
After improvements [0.85810599 0.14189401] probability
[0.29551285 0.70448715]
After improvements [0.88496444 0.11503556] probability
[0.84015659 0.15984341]
After improvements [0.96134759 0.03865241] probability
[0.25126042 0.74873958]
After improvements [0.8225732 0.1774268] probability
[0.48436838 0.51563162]
After improvements [0.92777833 0.07222167] probability
[0.32634556 0.67365444]
After improvements [0.82596714 0.17403286] probability
[0.69281685 0.30718315]
After improvements [0.93390347 0.06609653] probability
[0.42621345 0.57378655]
After improvements [0.87746036 0.12253964] probability
[0.31893581 0.68106419]
After improvements [0.8593132 0.1406868] probability
[0.14775311 0.85224689]
After improvements [0.81062099 0.18937901] probability
[0.20840567 0.79159433]
After improvements [0.82972078 0.17027922] probability
[0.8042301 0.1957699]
After improvements [0.95051805 0.04948195] probability
[0.13036236 0.86963764]
After improvements [0.80330001 0.19669999] probability
[0.52201268 0.47798732]
After improvements [0.93242677 0.06757323] probability
[0.29911653 0.70088347]
After improvements [0.87494595 0.12505405] probability
[0.56480615 0.43519385]
After improvements [0.9161006 0.0838994] probability
[0.49638246 0.50361754]
After improvements [0.86936949 0.13063051] probability
[0.74661392 0.25338608]
After improvements [0.95131444 0.04868556] probability
[0.33060435 0.66939565]
After improvements [0.83374509 0.16625491] probability
[0.61922125 0.38077875]
After improvements [0.88965578 0.11034422] probability
[0.39463977 0.60536023]
After improvements [0.91692164 0.08307836] probability
[0.31960625 0.68039375]
After improvements [0.86972794 0.13027206] probability
[0.43442209 0.56557791]
After improvements [0.92995504 0.07004496] probability
[0.13293069 0.86706931]
After improvements [0.81179704 0.18820296] probability
[0.20008122 0.79991878]
After improvements [0.85819277 0.14180723] probability
[0.16348055 0.83651945]
After improvements [0.83232352 0.16767648] probability
[0.61736119 0.38263881]
After improvements [0.93245398 0.06754602] probability
[0.32570215 0.67429785]
After improvements [0.90697667 0.09302333] probability
[0.75616648 0.24383352]
After improvements [0.95926019 0.04073981] probability
[0.43537578 0.56462422]
After improvements [0.89788428 0.10211572] probability
[0.47226358 0.52773642]
After improvements [0.94777224 0.05222776] probability
[0.28059365 0.71940635]
After improvements [0.85484069 0.14515931] probability
[0.50914463 0.49085537]
After improvements [0.9291071 0.0708929] probability
[0.29684058 0.70315942]
After improvements [0.8863157 0.1136843] probability
[0.63461263 0.36538737]
After improvements [0.96742981 0.03257019] probability
[0.35713173 0.64286827]
After improvements [0.89816902 0.10183098] probability
[0.36071396 0.63928604]
After improvements [0.91484661 0.08515339] probability
[0.3465805 0.6534195]
After improvements [0.87015917 0.12984083] probability
[0.18423532 0.81576468]
After improvements [0.86947581 0.13052419] probability
[0.64154209 0.35845791]
After improvements [0.92601337 0.07398663] probability
[0.674217 0.325783]
After improvements [0.94817024 0.05182976] probability
[0.25529213 0.74470787]
After improvements [0.87216464 0.12783536] probability
[0.20240622 0.79759378]
After improvements [0.83810021 0.16189979] probability
[0.7244448 0.2755552]
After improvements [0.95984966 0.04015034] probability
[0.26681358 0.73318642]
After improvements [0.86597666 0.13402334] probability
[0.15323164 0.84676836]
After improvements [0.87781386 0.12218614] probability
[0.21556531 0.78443469]
After improvements [0.88974964 0.11025036] probability
[0.55514375 0.44485625]
After improvements [0.91901244 0.08098756] probability
[0.3125422 0.6874578]
After improvements [0.8132574 0.1867426] probability
[0.41311317 0.58688683]
After improvements [0.85149008 0.14850992] probability
[0.67857302 0.32142698]
After improvements [0.93711014 0.06288986] probability
[0.20882511 0.79117489]
After improvements [0.83504007 0.16495993] probability
[0.67620527 0.32379473]
After improvements [0.92508456 0.07491544] probability
[0.59921196 0.40078804]
After improvements [0.94972448 0.05027552] probability
[0.29447788 0.70552212]
After improvements [0.88735573 0.11264427] probability
[0.60076609 0.39923391]
After improvements [0.91074146 0.08925854] probability
[0.39089886 0.60910114]
After improvements [0.9243542 0.0756458] probability
[0.41243625 0.58756375]
After improvements [0.90775092 0.09224908] probability
[0.24498963 0.75501037]
After improvements [0.87170008 0.12829992] probability
[0.23779356 0.76220644]
After improvements [0.81752634 0.18247366] probability
[0.11249517 0.88750483]
After improvements [0.83554096 0.16445904] probability
[0.64200005 0.35799995]
After improvements [0.91109226 0.08890774] probability
[0.6760421 0.3239579]
After improvements [0.93406508 0.06593492] probability
[0.45091796 0.54908204]
After improvements [0.93827505 0.06172495] probability
[0.31006453 0.68993547]
After improvements [0.8953648 0.1046352] probability
[0.7453362 0.2546638]
After improvements [0.94828104 0.05171896] probability
[0.24116683 0.75883317]
After improvements [0.85896985 0.14103015] probability
[0.39458195 0.60541805]
After improvements [0.8968188 0.1031812] probability
[0.1955421 0.8044579]
After improvements [0.83069517 0.16930483] probability
[0.51970262 0.48029738]
After improvements [0.92678941 0.07321059] probability
[0.24241594 0.75758406]
After improvements [0.87079351 0.12920649] probability
[0.15768783 0.84231217]
After improvements [0.87734957 0.12265043] probability
[0.5236816 0.4763184]
After improvements [0.92354092 0.07645908] probability
[0.16970587 0.83029413]
After improvements [0.88445505 0.11554495] probability
[0.35100676 0.64899324]
After improvements [0.89817709 0.10182291] probability
[0.42726115 0.57273885]
After improvements [0.93188611 0.06811389] probability
[0.43454552 0.56545448]
After improvements [0.87942485 0.12057515] probability
[0.45161649 0.54838351]
After improvements [0.90415279 0.09584721] probability
[0.26977638 0.73022362]
After improvements [0.88459525 0.11540475] probability
[0.40030562 0.59969438]
After improvements [0.89115315 0.10884685] probability
[0.24570254 0.75429746]
After improvements [0.90925888 0.09074112] probability
[0.6712314 0.3287686]
After improvements [0.9573206 0.0426794] probability
[0.43258764 0.56741236]
After improvements [0.91430967 0.08569033] probability
[0.30833689 0.69166311]
After improvements [0.86356235 0.13643765] probability
[0.52052683 0.47947317]
After improvements [0.88066447 0.11933553] probability
[0.3501255 0.6498745]
After improvements [0.94269136 0.05730864] probability
[0.23994602 0.76005398]
After improvements [0.87491425 0.12508575] probability
[0.27228769 0.72771231]
After improvements [0.8830782 0.1169218] probability
[0.3140343 0.6859657]
After improvements [0.89982422 0.10017578] probability
[0.31511694 0.68488306]
After improvements [0.812979 0.187021] probability
[0.47530101 0.52469899]
After improvements [0.87432334 0.12567666] probability
[0.18041405 0.81958595]
After improvements [0.80398859 0.19601141] probability
[0.60933751 0.39066249]
After improvements [0.94355189 0.05644811] probability
[0.54491212 0.45508788]
After improvements [0.92884589 0.07115411] probability
[0.2289319 0.7710681]
After improvements [0.85640171 0.14359829] probability
[0.47588839 0.52411161]
After improvements [0.89922493 0.10077507] probability
[0.37160796 0.62839204]
After improvements [0.91304298 0.08695702] probability
[0.40122348 0.59877652]
After improvements [0.92354222 0.07645778] probability
[0.79908284 0.20091716]
After improvements [0.96436074 0.03563926] probability
[0.36254183 0.63745817]
After improvements [0.94579791 0.05420209] probability
[0.78237598 0.21762402]
After improvements [0.94972448 0.05027552] probability
[0.60666005 0.39333995]
After improvements [0.95374569 0.04625431] probability
[0.29613521 0.70386479]
After improvements [0.88235648 0.11764352] probability
[0.44983973 0.55016027]
After improvements [0.89246927 0.10753073] probability
[0.14544611 0.85455389]
After improvements [0.81216783 0.18783217] probability
[0.155114 0.844886]
After improvements [0.87395197 0.12604803] probability
[0.32518818 0.67481182]
After improvements [0.89947448 0.10052552] probability
[0.42067683 0.57932317]
After improvements [0.90202403 0.09797597] probability
[0.29800408 0.70199592]
After improvements [0.88527707 0.11472293] probability
[0.266249 0.733751]
After improvements [0.86385926 0.13614074] probability
[0.24825996 0.75174004]
After improvements [0.82338889 0.17661111] probability
[0.68367551 0.31632449]
After improvements [0.93400482 0.06599518] probability
[0.75910451 0.24089549]
After improvements [0.95529095 0.04470905] probability
[0.4779552 0.5220448]
After improvements [0.94889052 0.05110948] probability
[0.46005349 0.53994651]
After improvements [0.85259601 0.14740399] probability
[0.39437308 0.60562692]
After improvements [0.8694325 0.1305675] probability
[0.54414413 0.45585587]
After improvements [0.95814695 0.04185305] probability
[0.81189899 0.18810101]
After improvements [0.96433718 0.03566282] probability
[0.10690902 0.89309098]
After improvements [0.87103584 0.12896416] probability
[0.23319993 0.76680007]
After improvements [0.85657502 0.14342498] probability
[0.51975196 0.48024804]
After improvements [0.92698878 0.07301122] probability
[0.14788854 0.85211146]
After improvements [0.86708921 0.13291079] probability
[0.56194294 0.43805706]
After improvements [0.93261671 0.06738329] probability
[0.16895417 0.83104583]
After improvements [0.87764618 0.12235382] probability
[0.23707207 0.76292793]
After improvements [0.85542122 0.14457878] probability
[0.61465608 0.38534392]
After improvements [0.94751883 0.05248117] probability
[0.82826176 0.17173824]
After improvements [0.96739737 0.03260263] probability
[0.76825912 0.23174088]
After improvements [0.95740832 0.04259168] probability
[0.33817281 0.66182719]
After improvements [0.91515308 0.08484692] probability
[0.09439634 0.90560366]
After improvements [0.85591618 0.14408382] probability
[0.64626572 0.35373428]
After improvements [0.92989714 0.07010286] probability
[0.50968904 0.49031096]
After improvements [0.91635327 0.08364673] probability
[0.37420026 0.62579974]
After improvements [0.84807829 0.15192171] probability
[0.71012278 0.28987722]
After improvements [0.92884589 0.07115411] probability
[0.57208824 0.42791176]
After improvements [0.90801076 0.09198924] probability
[0.22124821 0.77875179]
After improvements [0.89156862 0.10843138] probability
[0.46070865 0.53929135]
After improvements [0.93348941 0.06651059] probability
[0.17354069 0.82645931]
After improvements [0.85123535 0.14876465] probability
[0.53644623 0.46355377]
After improvements [0.91646022 0.08353978] probability
[0.47144292 0.52855708]
After improvements [0.90704288 0.09295712] probability
[0.38945943 0.61054057]
After improvements [0.86622074 0.13377926] probability
[0.26288114 0.73711886]
After improvements [0.87622367 0.12377633] probability
[0.12673873 0.87326127]
After improvements [0.81758173 0.18241827] probability
[0.71286954 0.28713046]
After improvements [0.94837674 0.05162326] probability
[0.79418229 0.20581771]
After improvements [0.96584259 0.03415741] probability
[0.11929156 0.88070844]
After improvements [0.83993658 0.16006342] probability
[0.62153934 0.37846066]
After improvements [0.9489501 0.0510499] probability
[0.76229651 0.23770349]
After improvements [0.95258528 0.04741472] probability
[0.48157704 0.51842296]
After improvements [0.90275353 0.09724647] probability
[0.24136741 0.75863259]
After improvements [0.85831582 0.14168418] probability
[0.46687473 0.53312527]
After improvements [0.94189389 0.05810611] probability
[0.29006778 0.70993222]
After improvements [0.88620471 0.11379529] probability
[0.73289125 0.26710875]
After improvements [0.95122946 0.04877054] probability
[0.51598109 0.48401891]
After improvements [0.91876839 0.08123161] probability
[0.34764576 0.65235424]
After improvements [0.9079547 0.0920453] probability
[0.2477131 0.7522869]
After improvements [0.8197433 0.1802567] probability
[0.49120619 0.50879381]
After improvements [0.93147356 0.06852644] probability
[0.09532313 0.90467687]
After improvements [0.8760329 0.1239671] probability
[0.12453248 0.87546752]
After improvements [0.80114542 0.19885458] probability
[0.12268121 0.87731879]
After improvements [0.8431072 0.1568928] probability
[0.23566497 0.76433503]
After improvements [0.83925007 0.16074993] probability
[0.38481027 0.61518973]
After improvements [0.83880402 0.16119598] probability
[0.22681772 0.77318228]
After improvements [0.84083498 0.15916502] probability
[0.42926994 0.57073006]
After improvements [0.93343169 0.06656831] probability
[0.34181865 0.65818135]
After improvements [0.87432201 0.12567799] probability
[0.20872148 0.79127852]
After improvements [0.83366007 0.16633993] probability
[0.46840986 0.53159014]
After improvements [0.94676959 0.05323041] probability
[0.36502229 0.63497771]
After improvements [0.92137518 0.07862482] probability
[0.49085865 0.50914135]
After improvements [0.89190223 0.10809777] probability
[0.830657 0.169343]
After improvements [0.97081141 0.02918859] probability
[0.46537611 0.53462389]
After improvements [0.92045354 0.07954646] probability
[0.21491007 0.78508993]
After improvements [0.84241065 0.15758935] probability
[0.53195687 0.46804313]
After improvements [0.9324119 0.0675881] probability
[0.41980286 0.58019714]
After improvements [0.88982673 0.11017327] probability
[0.14204968 0.85795032]
After improvements [0.85591618 0.14408382] probability
[0.59917021 0.40082979]
After improvements [0.91562341 0.08437659] probability
[0.2950202 0.7049798]
After improvements [0.92886369 0.07113631] probability
[0.36381631 0.63618369]
After improvements [0.9138499 0.0861501] probability
[0.52009495 0.47990505]
After improvements [0.92995623 0.07004377] probability
[0.14164113 0.85835887]
After improvements [0.8553571 0.1446429] probability
[0.25776639 0.74223361]
After improvements [0.81658891 0.18341109] probability
[0.10162775 0.89837225]
After improvements [0.85843865 0.14156135] probability
[0.5784758 0.4215242]
After improvements [0.94132945 0.05867055] probability
[0.45556758 0.54443242]
After improvements [0.90516402 0.09483598] probability
[0.35774372 0.64225628]
After improvements [0.86680379 0.13319621] probability
[0.2633711 0.7366289]
After improvements [0.87533097 0.12466903] probability
[0.10570996 0.89429004]
After improvements [0.83897071 0.16102929] probability
[0.58110592 0.41889408]
After improvements [0.91836784 0.08163216] probability
[0.14530919 0.85469081]
After improvements [0.86862497 0.13137503] probability
[0.26794449 0.73205551]
After improvements [0.86825766 0.13174234] probability
[0.38556819 0.61443181]
After improvements [0.91883384 0.08116616] probability
[0.12141634 0.87858366]
After improvements [0.83465727 0.16534273] probability
[0.27903806 0.72096194]
After improvements [0.886524 0.113476] probability
[0.36484709 0.63515291]
After improvements [0.87156572 0.12843428] probability
[0.28649571 0.71350429]
After improvements [0.8941703 0.1058297] probability
[0.5115294 0.4884706]
After improvements [0.91080706 0.08919294] probability
[0.23172264 0.76827736]
After improvements [0.8622753 0.1377247] probability
[0.15247992 0.84752008]
After improvements [0.85319568 0.14680432] probability
[0.36103994 0.63896006]
After improvements [0.90597662 0.09402338] probability
[0.3391935 0.6608065]
After improvements [0.90795623 0.09204377] probability
[0.14514072 0.85485928]
After improvements [0.86554088 0.13445912] probability
[0.66846073 0.33153927]
After improvements [0.93174459 0.06825541] probability
[0.48054748 0.51945252]
After improvements [0.90020945 0.09979055] probability
[0.53883908 0.46116092]
After improvements [0.92884589 0.07115411] probability
[0.3498815 0.6501185]
After improvements [0.90560774 0.09439226] probability
[0.64414295 0.35585705]
After improvements [0.92772054 0.07227946] probability
[0.25968963 0.74031037]
After improvements [0.83834906 0.16165094] probability
[0.39941824 0.60058176]
After improvements [0.84197298 0.15802702] probability
[0.24436928 0.75563072]
After improvements [0.80774297 0.19225703] probability
[0.40373055 0.59626945]
After improvements [0.8133883 0.1866117] probability
[0.41796165 0.58203835]
After improvements [0.92164791 0.07835209] probability
[0.38817274 0.61182726]
After improvements [0.92207121 0.07792879] probability
[0.31078661 0.68921339]
After improvements [0.89974317 0.10025683] probability
[0.15220326 0.84779674]
After improvements [0.85680611 0.14319389] probability
[0.62504785 0.37495215]
After improvements [0.93386242 0.06613758] probability
[0.75256863 0.24743137]
After improvements [0.95334378 0.04665622] probability
[0.311199 0.688801]
After improvements [0.85093474 0.14906526] probability
[0.24732396 0.75267604]
After improvements [0.85473916 0.14526084] probability
[0.34190605 0.65809395]
After improvements [0.84429436 0.15570564] probability
[0.66139966 0.33860034]
After improvements [0.9347002 0.0652998] probability
[0.4033631 0.5966369]
After improvements [0.91457899 0.08542101] probability
[0.31177463 0.68822537]
After improvements [0.88942272 0.11057728] probability
[0.78379779 0.21620221]
After improvements [0.94514789 0.05485211] probability
[0.76694059 0.23305941]
After improvements [0.91431652 0.08568348] probability
[0.7241219 0.2758781]
After improvements [0.94557446 0.05442554] probability
[0.43108849 0.56891151]
After improvements [0.90935772 0.09064228] probability
[0.65180518 0.34819482]
After improvements [0.93407585 0.06592415] probability
[0.18942801 0.81057199]
After improvements [0.82311161 0.17688839] probability
[0.34707082 0.65292918]
After improvements [0.91069772 0.08930228] probability
[0.30694904 0.69305096]
After improvements [0.89205269 0.10794731] probability
[0.21732724 0.78267276]
After improvements [0.83137215 0.16862785] probability
[0.32587467 0.67412533]
After improvements [0.86305222 0.13694778] probability
[0.30860984 0.69139016]
After improvements [0.82067345 0.17932655] probability
[0.43843915 0.56156085]
After improvements [0.93281067 0.06718933] probability
[0.39928008 0.60071992]
After improvements [0.90284274 0.09715726] probability
[0.47943041 0.52056959]
After improvements [0.91427341 0.08572659] probability
[0.38944134 0.61055866]
After improvements [0.91850461 0.08149539] probability
[0.63996778 0.36003222]
After improvements [0.92823443 0.07176557] probability
[0.25222107 0.74777893]
After improvements [0.86283337 0.13716663] probability
[0.6714681 0.3285319]
After improvements [0.93269831 0.06730169] probability
[0.27745387 0.72254613]
After improvements [0.81159654 0.18840346] probability
[0.34429625 0.65570375]
After improvements [0.87841553 0.12158447] probability
[0.72371774 0.27628226]
After improvements [0.92772054 0.07227946] probability
[0.37686265 0.62313735]
After improvements [0.92266424 0.07733576] probability
[0.33990994 0.66009006]
After improvements [0.87486905 0.12513095] probability
[0.52133771 0.47866229]
After improvements [0.93555796 0.06444204] probability
[0.49706586 0.50293414]
After improvements [0.92418402 0.07581598] probability
[0.30842876 0.69157124]
After improvements [0.89773797 0.10226203] probability
[0.79400692 0.20599308]
After improvements [0.9554355 0.0445645] probability
[0.66659323 0.33340677]
After improvements [0.94652378 0.05347622] probability
[0.46377408 0.53622592]
After improvements [0.9129745 0.0870255] probability
[0.57299814 0.42700186]
After improvements [0.90704133 0.09295867] probability
[0.43254585 0.56745415]
After improvements [0.89332756 0.10667244] probability
[0.30014871 0.69985129]
After improvements [0.88098018 0.11901982] probability
[0.35610399 0.64389601]
After improvements [0.90770023 0.09229977] probability
[0.29405758 0.70594242]
After improvements [0.88519361 0.11480639] probability
[0.26464922 0.73535078]
After improvements [0.87367824 0.12632176] probability
[0.28772691 0.71227309]
After improvements [0.88520319 0.11479681] probability
[0.31798934 0.68201066]
After improvements [0.87064415 0.12935585] probability
[0.12560481 0.87439519]
After improvements [0.85375838 0.14624162] probability
[0.42214831 0.57785169]
After improvements [0.93293094 0.06706906] probability
[0.13381957 0.86618043]
After improvements [0.88605413 0.11394587] probability
[0.65214696 0.34785304]
After improvements [0.95221749 0.04778251] probability
[0.32415184 0.67584816]
After improvements [0.83925007 0.16074993] probability
[0.14211322 0.85788678]
After improvements [0.84987883 0.15012117] probability
[0.60327762 0.39672238]
After improvements [0.96941163 0.03058837] probability
[0.35566593 0.64433407]
After improvements [0.844214 0.155786] probability
[0.29495092 0.70504908]
After improvements [0.89606422 0.10393578] probability
[0.28414796 0.71585204]
After improvements [0.89268655 0.10731345] probability
[0.56272419 0.43727581]
After improvements [0.93828269 0.06171731] probability
[0.34164508 0.65835492]
After improvements [0.83605888 0.16394112] probability
[0.82317654 0.17682346]
After improvements [0.97897492 0.02102508] probability
[0.63785128 0.36214872]
After improvements [0.96077707 0.03922293] probability
[0.17138199 0.82861801]
After improvements [0.80413288 0.19586712] probability
[0.37199498 0.62800502]
After improvements [0.86614352 0.13385648] probability
[0.27674525 0.72325475]
After improvements [0.8852812 0.1147188] probability
[0.75090381 0.24909619]
After improvements [0.95159351 0.04840649] probability
[0.38716559 0.61283441]
After improvements [0.88901038 0.11098962] probability
[0.37445437 0.62554563]
After improvements [0.86296037 0.13703963] probability
[0.34845175 0.65154825]
After improvements [0.91397078 0.08602922] probability
[0.39741227 0.60258773]
After improvements [0.86759397 0.13240603] probability
[0.66444271 0.33555729]
After improvements [0.93505684 0.06494316] probability
[0.51016954 0.48983046]
After improvements [0.92167603 0.07832397] probability
[0.43544284 0.56455716]
After improvements [0.9355636 0.0644364] probability
[0.42014691 0.57985309]
After improvements [0.92278719 0.07721281] probability
[0.33563556 0.66436444]
After improvements [0.87771287 0.12228713] probability
[0.40343535 0.59656465]
After improvements [0.93174342 0.06825658] probability
[0.30413545 0.69586455]
After improvements [0.81872358 0.18127642] probability
[0.20403209 0.79596791]
After improvements [0.84179514 0.15820486] probability
[0.33795637 0.66204363]
After improvements [0.86524111 0.13475889] probability
[0.50178913 0.49821087]
After improvements [0.8542588 0.1457412] probability
[0.39722482 0.60277518]
After improvements [0.87617107 0.12382893] probability
[0.35908553 0.64091447]
After improvements [0.88120531 0.11879469] probability
[0.68892994 0.31107006]
After improvements [0.93756647 0.06243353] probability
[0.2568353 0.7431647]
After improvements [0.86322047 0.13677953] probability
[0.79717024 0.20282976]
After improvements [0.95056604 0.04943396] probability
[0.15475993 0.84524007]
After improvements [0.8735643 0.1264357] probability
[0.42491296 0.57508704]
After improvements [0.84865084 0.15134916] probability
[0.25610808 0.74389192]
After improvements [0.88281303 0.11718697] probability
[0.24073723 0.75926277]
After improvements [0.8651407 0.1348593] probability
[0.37346114 0.62653886]
After improvements [0.80807552 0.19192448] probability
[0.37289666 0.62710334]
After improvements [0.86544194 0.13455806] probability
[0.29706321 0.70293679]
After improvements [0.83827439 0.16172561] probability
[0.47997829 0.52002171]
After improvements [0.9087458 0.0912542] probability
[0.13335602 0.86664398]
After improvements [0.80487898 0.19512102] probability
[0.3431349 0.6568651]
After improvements [0.90267782 0.09732218] probability
[0.34367042 0.65632958]
After improvements [0.90128966 0.09871034] probability
[0.48690201 0.51309799]
After improvements [0.89982256 0.10017744] probability
[0.27650606 0.72349394]
After improvements [0.8816571 0.1183429] probability
[0.30469119 0.69530881]
After improvements [0.88638158 0.11361842] probability
[0.24036498 0.75963502]
After improvements [0.85449538 0.14550462] probability
[0.31088268 0.68911732]
After improvements [0.86315192 0.13684808] probability
[0.30786791 0.69213209]
After improvements [0.87689682 0.12310318] probability
[0.39162724 0.60837276]
After improvements [0.89213686 0.10786314] probability
[0.3371786 0.6628214]
After improvements [0.90795623 0.09204377] probability
[0.22364064 0.77635936]
After improvements [0.84312573 0.15687427] probability
[0.16632352 0.83367648]
After improvements [0.87866147 0.12133853] probability
[0.46705689 0.53294311]
After improvements [0.93917323 0.06082677] probability
[0.5590429 0.4409571]
After improvements [0.9463251 0.0536749] probability
[0.53130579 0.46869421]
After improvements [0.90935923 0.09064077] probability
[0.29003443 0.70996557]
After improvements [0.87744668 0.12255332] probability
[0.41969806 0.58030194]
After improvements [0.8941321 0.1058679] probability
[0.56770447 0.43229553]
After improvements [0.93110351 0.06889649] probability
[0.34248947 0.65751053]
After improvements [0.88105348 0.11894652] probability
[0.59714286 0.40285714]
After improvements [0.94821943 0.05178057] probability
[0.35202736 0.64797264]
After improvements [0.85688241 0.14311759] probability
[0.19659462 0.80340538]
After improvements [0.88340249 0.11659751] probability
[0.20844687 0.79155313]
After improvements [0.8394147 0.1605853] probability
[0.32740183 0.67259817]
After improvements [0.93035788 0.06964212] probability
[0.36634997 0.63365003]
After improvements [0.82206908 0.17793092] probability
[0.3916074 0.6083926]
After improvements [0.92466603 0.07533397] probability
[0.43314911 0.56685089]
After improvements [0.83991281 0.16008719] probability
[0.4970255 0.5029745]
After improvements [0.91189079 0.08810921] probability
[0.19044439 0.80955561]
After improvements [0.80469897 0.19530103] probability
[0.46177625 0.53822375]
After improvements [0.86884097 0.13115903] probability
[0.1210229 0.8789771]
After improvements [0.84946093 0.15053907] probability
[0.14715039 0.85284961]
After improvements [0.8588676 0.1411324] probability
[0.43609679 0.56390321]
After improvements [0.90141272 0.09858728] probability
[0.38596883 0.61403117]
After improvements [0.86884097 0.13115903] probability
[0.16967188 0.83032812]
After improvements [0.86077756 0.13922244] probability
[0.26797558 0.73202442]
After improvements [0.86729868 0.13270132] probability
[0.53074471 0.46925529]
After improvements [0.93306345 0.06693655] probability
[0.71234989 0.28765011]
After improvements [0.94588546 0.05411454] probability
[0.46996001 0.53003999]
After improvements [0.90823318 0.09176682] probability
[0.17501365 0.82498635]
After improvements [0.85570366 0.14429634] probability
[0.48381184 0.51618816]
After improvements [0.91988745 0.08011255] probability
[0.46868971 0.53131029]
After improvements [0.94528124 0.05471876] probability
[0.47968421 0.52031579]
After improvements [0.94423609 0.05576391] probability
[0.27989021 0.72010979]
After improvements [0.87026805 0.12973195] probability
[0.11216956 0.88783044]
After improvements [0.822229 0.177771] probability
[0.73905864 0.26094136]
After improvements [0.9718679 0.0281321] probability
[0.56603968 0.43396032]
After improvements [0.94589309 0.05410691] probability
[0.3212681 0.6787319]
After improvements [0.90622203 0.09377797] probability
[0.51647874 0.48352126]
After improvements [0.91778309 0.08221691] probability
[0.40372379 0.59627621]
After improvements [0.92320563 0.07679437] probability
[0.67331391 0.32668609]
After improvements [0.92829658 0.07170342] probability
[0.36619071 0.63380929]
After improvements [0.9097857 0.0902143] probability
[0.56247903 0.43752097]
After improvements [0.96209485 0.03790515] probability
[0.3585641 0.6414359]
After improvements [0.85252537 0.14747463] probability
[0.16176058 0.83823942]
After improvements [0.83336109 0.16663891] probability
[0.30940528 0.69059472]
After improvements [0.88832974 0.11167026] probability
[0.813135 0.186865]
After improvements [0.97060817 0.02939183] probability
[0.66548515 0.33451485]
After improvements [0.95815605 0.04184395] probability
[0.30835033 0.69164967]
After improvements [0.88798718 0.11201282] probability
[0.19937701 0.80062299]
After improvements [0.83118177 0.16881823] probability
[0.36326845 0.63673155]
After improvements [0.91819892 0.08180108] probability
[0.68624994 0.31375006]
After improvements [0.95696167 0.04303833] probability
[0.27371224 0.72628776]
After improvements [0.87177638 0.12822362] probability
[0.25221115 0.74778885]
After improvements [0.87452102 0.12547898] probability
[0.20571625 0.79428375]
After improvements [0.83072535 0.16927465] probability
[0.1432082 0.8567918]
After improvements [0.86342393 0.13657607] probability
[0.05173374 0.94826626]
After improvements [0.84012411 0.15987589] probability
[0.11332324 0.88667676]
After improvements [0.81535809 0.18464191] probability
[0.23895159 0.76104841]
After improvements [0.90910264 0.09089736] probability
[0.44169658 0.55830342]
After improvements [0.91722441 0.08277559] probability
[0.11809771 0.88190229]
After improvements [0.88669645 0.11330355] probability
[0.50526536 0.49473464]
After improvements [0.92277037 0.07722963] probability
[0.69580132 0.30419868]
After improvements [0.95179141 0.04820859] probability
[0.53043906 0.46956094]
After improvements [0.93249686 0.06750314] probability
[0.18883627 0.81116373]
After improvements [0.82125179 0.17874821] probability
[0.32426156 0.67573844]
After improvements [0.8584184 0.1415816] probability
[0.25795812 0.74204188]
After improvements [0.84736647 0.15263353] probability
[0.23681317 0.76318683]
After improvements [0.85551222 0.14448778] probability
[0.08612626 0.91387374]
After improvements [0.82698264 0.17301736] probability
[0.47291185 0.52708815]
After improvements [0.86884097 0.13115903] probability
[0.28480951 0.71519049]
After improvements [0.87878411 0.12121589] probability
[0.28109847 0.71890153]
After improvements [0.88234014 0.11765986] probability
[0.40345271 0.59654729]
After improvements [0.87823895 0.12176105] probability
[0.76950694 0.23049306]
After improvements [0.92542173 0.07457827] probability
[0.23017639 0.76982361]
After improvements [0.85775529 0.14224471] probability
[0.60642757 0.39357243]
After improvements [0.94799629 0.05200371] probability
[0.43703394 0.56296606]
After improvements [0.91522379 0.08477621] probability
[0.34626802 0.65373198]
After improvements [0.80993644 0.19006356] probability
[0.56330947 0.43669053]
After improvements [0.90267943 0.09732057] probability
[0.45752542 0.54247458]
After improvements [0.88754448 0.11245552] probability
[0.3400472 0.6599528]
After improvements [0.85751647 0.14248353] probability
[0.31667251 0.68332749]
After improvements [0.90007568 0.09992432] probability
[0.25341004 0.74658996]
After improvements [0.85768409 0.14231591] probability
[0.60950908 0.39049092]
After improvements [0.91176231 0.08823769] probability
[0.18799445 0.81200555]
After improvements [0.87854869 0.12145131] probability
[0.24936671 0.75063329]
After improvements [0.81291791 0.18708209] probability
[0.56037966 0.43962034]
After improvements [0.93071609 0.06928391] probability
[0.21625726 0.78374274]
After improvements [0.83541589 0.16458411] probability
[0.26891911 0.73108089]
After improvements [0.8879364 0.1120636] probability
[0.40521495 0.59478505]
After improvements [0.93351092 0.06648908] probability
[0.55148971 0.44851029]
After improvements [0.92026172 0.07973828] probability
[0.20344698 0.79655302]
After improvements [0.80905718 0.19094282] probability
[0.29125435 0.70874565]
After improvements [0.88579047 0.11420953] probability
[0.14246848 0.85753152]
After improvements [0.83951169 0.16048831] probability
[0.24315579 0.75684421]
After improvements [0.85921352 0.14078648] probability
[0.52378467 0.47621533]
After improvements [0.92917162 0.07082838] probability
[0.17475737 0.82524263]
After improvements [0.86721112 0.13278888] probability
[0.17759892 0.82240108]
After improvements [0.85727446 0.14272554] probability
[0.17579971 0.82420029]
After improvements [0.8301057 0.1698943] probability
[0.92030316 0.07969684]
After improvements [0.9837626 0.0162374] probability
[0.27523287 0.72476713]
After improvements [0.88287682 0.11712318] probability
[0.53523132 0.46476868]
After improvements [0.919461 0.080539] probability
[0.59912467 0.40087533]
After improvements [0.92583514 0.07416486] probability
[0.61836973 0.38163027]
After improvements [0.95396972 0.04603028] probability
[0.27539938 0.72460062]
After improvements [0.88323421 0.11676579] probability
[0.32963987 0.67036013]
After improvements [0.91154489 0.08845511] probability
[0.4287377 0.5712623]
After improvements [0.90098134 0.09901866] probability
[0.1542721 0.8457279]
After improvements [0.80427055 0.19572945] probability
[0.31061777 0.68938223]
After improvements [0.93792987 0.06207013] probability
[0.36761954 0.63238046]
After improvements [0.90202241 0.09797759] probability
[0.26210737 0.73789263]
After improvements [0.9071886 0.0928114] probability
[0.24982889 0.75017111]
After improvements [0.88020941 0.11979059] probability
[0.16826354 0.83173646]
After improvements [0.88758061 0.11241939] probability
[0.36224994 0.63775006]
After improvements [0.87696989 0.12303011] probability
[0.2048716 0.7951284]
After improvements [0.82742532 0.17257468] probability
[0.52849297 0.47150703]
After improvements [0.9244609 0.0755391] probability
[0.44114919 0.55885081]
After improvements [0.91438314 0.08561686] probability
[0.40852788 0.59147212]
After improvements [0.91901244 0.08098756] probability
[0.56355376 0.43644624]
After improvements [0.95334297 0.04665703] probability
[0.16042681 0.83957319]
After improvements [0.8425075 0.1574925] probability
[0.23172579 0.76827421]
After improvements [0.87395197 0.12604803] probability
[0.56413285 0.43586715]
After improvements [0.9463251 0.0536749] probability
[0.19674243 0.80325757]
After improvements [0.80698527 0.19301473] probability
[0.28484262 0.71515738]
After improvements [0.84706913 0.15293087] probability
[0.42657883 0.57342117]
After improvements [0.92701181 0.07298819] probability
[0.25637698 0.74362302]
After improvements [0.86638016 0.13361984] probability
[0.43725403 0.56274597]
After improvements [0.93615914 0.06384086] probability
[0.47256864 0.52743136]
After improvements [0.90742304 0.09257696] probability
[0.20085546 0.79914454]
After improvements [0.8629105 0.1370895] probability
[0.32858414 0.67141586]
After improvements [0.90389106 0.09610894] probability
[0.13549968 0.86450032]
After improvements [0.84598566 0.15401434] probability
[0.58877626 0.41122374]
After improvements [0.94037463 0.05962537] probability
[0.55385946 0.44614054]
After improvements [0.91986895 0.08013105] probability
[0.21861301 0.78138699]
After improvements [0.81182601 0.18817399] probability
[0.60276094 0.39723906]
After improvements [0.96852383 0.03147617] probability
[0.31319604 0.68680396]
After improvements [0.83397551 0.16602449] probability
[0.10848116 0.89151884]
After improvements [0.82730378 0.17269622] probability
[0.67469336 0.32530664]
After improvements [0.95859414 0.04140586] probability
[0.24179086 0.75820914]
After improvements [0.82009085 0.17990915] probability
[0.61512254 0.38487746]
After improvements [0.91632156 0.08367844] probability
[0.22796273 0.77203727]
After improvements [0.8617426 0.1382574] probability
[0.26630075 0.73369925]
After improvements [0.88277438 0.11722562] probability
[0.31635972 0.68364028]
After improvements [0.88523288 0.11476712] probability
[0.48304224 0.51695776]
After improvements [0.92663743 0.07336257] probability
[0.55095424 0.44904576]
After improvements [0.89907354 0.10092646] probability
[0.53130655 0.46869345]
After improvements [0.91106936 0.08893064] probability
[0.37074177 0.62925823]
After improvements [0.92276514 0.07723486] probability
[0.59990568 0.40009432]
After improvements [0.90378511 0.09621489] probability
[0.56020038 0.43979962]
After improvements [0.90879536 0.09120464] probability
[0.52259871 0.47740129]
After improvements [0.93925119 0.06074881] probability
[0.20631913 0.79368087]
After improvements [0.80826561 0.19173439] probability
[0.26777438 0.73222562]
After improvements [0.88406186 0.11593814] probability
[0.4768491 0.5231509]
After improvements [0.91586902 0.08413098] probability
[0.81406689 0.18593311]
After improvements [0.96467006 0.03532994] probability
[0.13430192 0.86569808]
After improvements [0.85338939 0.14661061] probability
[0.76744501 0.23255499]
After improvements [0.94167662 0.05832338] probability
[0.50535264 0.49464736]
After improvements [0.9120515 0.0879485] probability
[0.45776892 0.54223108]
After improvements [0.92722266 0.07277734] probability
[0.19234205 0.80765795]
After improvements [0.81530685 0.18469315] probability
[0.25954632 0.74045368]
After improvements [0.86261409 0.13738591] probability
[0.42635987 0.57364013]
After improvements [0.92956165 0.07043835] probability
[0.12908497 0.87091503]
After improvements [0.85168 0.14832] probability
[0.27619019 0.72380981]
After improvements [0.83293514 0.16706486] probability
[0.29657504 0.70342496]
After improvements [0.90123123 0.09876877] probability
[0.56013999 0.43986001]
After improvements [0.90802672 0.09197328] probability
[0.44033427 0.55966573]
After improvements [0.89772471 0.10227529] probability
[0.12213698 0.87786302]
After improvements [0.84951955 0.15048045] probability
[0.50947816 0.49052184]
After improvements [0.91628857 0.08371143] probability
[0.2574737 0.7425263]
After improvements [0.87706485 0.12293515] probability
[0.49593205 0.50406795]
After improvements [0.89772892 0.10227108] probability
[0.35116191 0.64883809]
After improvements [0.9161399 0.0838601] probability
[0.17479947 0.82520053]
After improvements [0.8684118 0.1315882] probability
[0.66680208 0.33319792]
After improvements [0.93807035 0.06192965] probability
[0.35146832 0.64853168]
After improvements [0.84617914 0.15382086] probability
[0.26259437 0.73740563]
After improvements [0.85301861 0.14698139] probability
[0.41132933 0.58867067]
After improvements [0.89896961 0.10103039] probability
[0.34433319 0.65566681]
After improvements [0.88759198 0.11240802] probability
[0.74340711 0.25659289]
After improvements [0.93460694 0.06539306] probability
[0.21367395 0.78632605]
After improvements [0.8328753 0.1671247] probability
[0.42767667 0.57232333]
After improvements [0.928504 0.071496] probability
[0.12998 0.87002]
After improvements [0.85445957 0.14554043] probability
[0.37092948 0.62907052]
After improvements [0.90465785 0.09534215] probability
[0.13812668 0.86187332]
After improvements [0.85992737 0.14007263] probability
[0.67475903 0.32524097]
After improvements [0.93913082 0.06086918] probability
[0.30837365 0.69162635]
After improvements [0.86149228 0.13850772] probability
[0.30768021 0.69231979]
After improvements [0.86619991 0.13380009] probability
[0.50199326 0.49800674]
After improvements [0.91737935 0.08262065] probability
[0.60727075 0.39272925]
After improvements [0.95185543 0.04814457] probability
[0.39564482 0.60435518]
After improvements [0.92964898 0.07035102] probability
[0.75672497 0.24327503]
After improvements [0.95674858 0.04325142] probability
[0.37132216 0.62867784]
After improvements [0.91365857 0.08634143] probability
[0.39710578 0.60289422]
After improvements [0.86918789 0.13081211] probability
[0.68455818 0.31544182]
After improvements [0.85921352 0.14078648] probability
[0.37734594 0.62265406]
After improvements [0.91955732 0.08044268] probability
[0.34953787 0.65046213]
After improvements [0.88049799 0.11950201] probability
[0.33104494 0.66895506]
After improvements [0.90075137 0.09924863] probability
[0.33967182 0.66032818]
After improvements [0.89805076 0.10194924] probability
[0.25966581 0.74033419]
After improvements [0.86518233 0.13481767] probability
[0.14719472 0.85280528]
After improvements [0.87483332 0.12516668] probability
[0.24296875 0.75703125]
After improvements [0.85266465 0.14733535] probability
[0.42885537 0.57114463]
After improvements [0.88780522 0.11219478] probability
[0.20363894 0.79636106]
After improvements [0.84041817 0.15958183] probability
[0.21904748 0.78095252]
After improvements [0.84475035 0.15524965] probability
[0.5497441 0.4502559]
After improvements [0.93453128 0.06546872] probability
[0.60047347 0.39952653]
After improvements [0.88926133 0.11073867] probability
[0.49301854 0.50698146]
After improvements [0.92233343 0.07766657] probability
[0.27597005 0.72402995]
After improvements [0.85960966 0.14039034] probability
[0.47080018 0.52919982]
After improvements [0.90740519 0.09259481] probability
[0.36032059 0.63967941]
After improvements [0.86319428 0.13680572] probability
[0.35004313 0.64995687]
After improvements [0.90545292 0.09454708] probability
[0.12868494 0.87131506]
After improvements [0.83152375 0.16847625] probability
[0.17663843 0.82336157]
After improvements [0.82755098 0.17244902] probability
[0.27649208 0.72350792]
After improvements [0.88733143 0.11266857] probability
[0.48542168 0.51457832]
After improvements [0.94809313 0.05190687] probability
[0.19808346 0.80191654]
After improvements [0.88609171 0.11390829] probability
[0.42333632 0.57666368]
After improvements [0.92884589 0.07115411] probability
[0.31953101 0.68046899]
After improvements [0.90634222 0.09365778] probability
[0.34556477 0.65443523]
After improvements [0.87836175 0.12163825] probability
[0.43116447 0.56883553]
After improvements [0.94440272 0.05559728] probability
[0.42180846 0.57819154]
After improvements [0.95580368 0.04419632] probability
[0.3350912 0.6649088]
After improvements [0.84551135 0.15448865] probability
[0.32942049 0.67057951]
After improvements [0.93679543 0.06320457] probability
[0.41579344 0.58420656]
After improvements [0.93264098 0.06735902] probability
[0.42754839 0.57245161]
After improvements [0.89453666 0.10546334] probability
[0.51239401 0.48760599]
After improvements [0.94920241 0.05079759] probability
[0.32038549 0.67961451]
After improvements [0.88160344 0.11839656] probability
[0.33488381 0.66511619]
After improvements [0.85650092 0.14349908] probability
[0.61670086 0.38329914]
After improvements [0.93626174 0.06373826] probability
[0.2512819 0.7487181]
After improvements [0.86978187 0.13021813] probability
[0.30819291 0.69180709]
After improvements [0.89023201 0.10976799] probability
[0.43441334 0.56558666]
After improvements [0.92849211 0.07150789] probability
[0.53776464 0.46223536]
After improvements [0.93756647 0.06243353] probability
[0.3489019 0.6510981]
After improvements [0.91283206 0.08716794] probability
[0.37832435 0.62167565]
After improvements [0.91877141 0.08122859] probability
[0.53409721 0.46590279]
After improvements [0.91079549 0.08920451] probability
[0.43367452 0.56632548]
After improvements [0.90593982 0.09406018] probability
[0.34913054 0.65086946]
After improvements [0.86070529 0.13929471] probability
[0.3490895 0.6509105]
After improvements [0.84052234 0.15947766] probability
[0.15935815 0.84064185]
After improvements [0.87482187 0.12517813] probability
[0.23963499 0.76036501]
After improvements [0.85715849 0.14284151] probability
[0.25384964 0.74615036]
After improvements [0.85829182 0.14170818] probability
[0.25558279 0.74441721]
After improvements [0.87616909 0.12383091] probability
[0.18866031 0.81133969]
After improvements [0.86865269 0.13134731] probability
[0.40367966 0.59632034]
After improvements [0.92561277 0.07438723] probability
[0.25583607 0.74416393]
After improvements [0.86314542 0.13685458] probability
[0.38925853 0.61074147]
After improvements [0.89405046 0.10594954] probability
[0.46018136 0.53981864]
After improvements [0.9021547 0.0978453] probability
[0.52853555 0.47146445]
After improvements [0.90267621 0.09732379] probability
[0.52650162 0.47349838]
After improvements [0.933552 0.066448] probability
[0.28898103 0.71101897]
After improvements [0.85751423 0.14248577] probability
[0.54047958 0.45952042]
After improvements [0.93555796 0.06444204] probability
[0.32373367 0.67626633]
After improvements [0.86263027 0.13736973] probability
[0.42199041 0.57800959]
After improvements [0.88974218 0.11025782] probability
[0.39180476 0.60819524]
After improvements [0.91698898 0.08301102] probability
[0.31265817 0.68734183]
After improvements [0.88982673 0.11017327] probability
[0.39140655 0.60859345]
After improvements [0.93643643 0.06356357] probability
[0.49695524 0.50304476]
After improvements [0.88203982 0.11796018] probability
[0.25328619 0.74671381]
After improvements [0.86909921 0.13090079] probability
[0.08237882 0.91762118]
After improvements [0.86574743 0.13425257] probability
[0.22491138 0.77508862]
After improvements [0.84794214 0.15205786] probability
[0.36596803 0.63403197]
After improvements [0.92118178 0.07881822] probability
[0.41278497 0.58721503]
After improvements [0.88057329 0.11942671] probability
[0.18193998 0.81806002]
After improvements [0.86646594 0.13353406] probability
[0.47489844 0.52510156]
After improvements [0.94440026 0.05559974] probability
[0.2978305 0.7021695]
After improvements [0.81718463 0.18281537] probability
[0.11942595 0.88057405]
After improvements [0.82205421 0.17794579] probability
[0.32062669 0.67937331]
After improvements [0.90377796 0.09622204] probability
[0.1770534 0.8229466]
After improvements [0.8586568 0.1413432] probability
[0.36849831 0.63150169]
After improvements [0.81012934 0.18987066] probability
[0.25325587 0.74674413]
After improvements [0.81173393 0.18826607] probability
[0.69921116 0.30078884]
After improvements [0.96203934 0.03796066] probability
[0.51100015 0.48899985]
After improvements [0.94337134 0.05662866] probability
[0.30996902 0.69003098]
After improvements [0.88482373 0.11517627] probability
[0.43115008 0.56884992]
After improvements [0.89097089 0.10902911] probability
[0.24920371 0.75079629]
After improvements [0.87245409 0.12754591] probability
[0.50076517 0.49923483]
After improvements [0.87522856 0.12477144] probability
[0.48417642 0.51582358]
After improvements [0.86514131 0.13485869] probability
[0.41197812 0.58802188]
After improvements [0.90500307 0.09499693] probability
[0.3983326 0.6016674]
After improvements [0.90194943 0.09805057] probability
[0.52477902 0.47522098]
After improvements [0.90313077 0.09686923] probability
[0.1725608 0.8274392]
After improvements [0.88668273 0.11331727] probability
[0.44457011 0.55542989]
After improvements [0.89130612 0.10869388] probability
[0.13463849 0.86536151]
After improvements [0.80074372 0.19925628] probability
[0.13442655 0.86557345]
After improvements [0.86720573 0.13279427] probability
[0.3879155 0.6120845]
After improvements [0.9094806 0.0905194] probability
[0.23552658 0.76447342]
After improvements [0.86791973 0.13208027] probability
[0.10692071 0.89307929]
After improvements [0.81568345 0.18431655] probability
[0.39648626 0.60351374]
After improvements [0.93399987 0.06600013] probability
[0.26323641 0.73676359]
After improvements [0.82041702 0.17958298] probability
[0.47166012 0.52833988]
After improvements [0.9319176 0.0680824] probability
[0.26514834 0.73485166]
After improvements [0.87675254 0.12324746] probability
[0.46084158 0.53915842]
After improvements [0.88647022 0.11352978] probability
[0.53057318 0.46942682]
After improvements [0.92012882 0.07987118] probability
[0.44245677 0.55754323]
After improvements [0.93792762 0.06207238] probability
[0.41958632 0.58041368]
After improvements [0.90795708 0.09204292] probability
[0.33116557 0.66883443]
After improvements [0.82325285 0.17674715] probability
[0.48678966 0.51321034]
After improvements [0.90680007 0.09319993] probability
[0.14381695 0.85618305]
After improvements [0.87315397 0.12684603] probability
[0.46756713 0.53243287]
After improvements [0.91483763 0.08516237] probability
[0.39216042 0.60783958]
After improvements [0.88824419 0.11175581] probability
[0.7955505 0.2044495]
After improvements [0.96315604 0.03684396] probability
[0.15967468 0.84032532]
After improvements [0.84796561 0.15203439] probability
[0.25021933 0.74978067]
After improvements [0.86884097 0.13115903] probability
[0.41775481 0.58224519]
After improvements [0.90895811 0.09104189] probability
[0.19206563 0.80793437]
After improvements [0.81582498 0.18417502] probability
[0.21733321 0.78266679]
After improvements [0.84271381 0.15728619] probability
[0.26084535 0.73915465]
After improvements [0.8636639 0.1363361] probability
[0.11045898 0.88954102]
After improvements [0.834833 0.165167] probability
[0.39386427 0.60613573]
After improvements [0.83060006 0.16939994] probability
[0.4089446 0.5910554]
After improvements [0.92472607 0.07527393] probability
[0.32298677 0.67701323]
After improvements [0.88724704 0.11275296] probability
[0.4025714 0.5974286]
After improvements [0.87405702 0.12594298] probability
[0.28719462 0.71280538]
After improvements [0.88468055 0.11531945] probability
[0.27465514 0.72534486]
After improvements [0.80846645 0.19153355] probability
[0.25652093 0.74347907]
After improvements [0.85999264 0.14000736] probability
[0.30140902 0.69859098]
After improvements [0.89080297 0.10919703] probability
[0.34156645 0.65843355]
After improvements [0.89870042 0.10129958] probability
[0.27644146 0.72355854]
After improvements [0.86944385 0.13055615] probability
[0.68196269 0.31803731]
After improvements [0.93555796 0.06444204] probability
[0.72456341 0.27543659]
After improvements [0.93348941 0.06651059] probability
[0.31342509 0.68657491]
After improvements [0.80304607 0.19695393] probability
[0.44054987 0.55945013]
After improvements [0.89982091 0.10017909] probability
[0.19042806 0.80957194]
After improvements [0.80313672 0.19686328] probability
[0.3037996 0.6962004]
After improvements [0.87850758 0.12149242] probability
[0.38909149 0.61090851]
After improvements [0.91560731 0.08439269] probability
[0.56671499 0.43328501]
After improvements [0.89520247 0.10479753] probability
[0.2308468 0.7691532]
After improvements [0.84686819 0.15313181] probability
[0.39340502 0.60659498]
After improvements [0.92191627 0.07808373] probability
[0.11628976 0.88371024]
After improvements [0.8497749 0.1502251] probability
[0.63453066 0.36546934]
After improvements [0.92280166 0.07719834] probability
[0.48114165 0.51885835]
After improvements [0.88399725 0.11600275] probability
[0.48266141 0.51733859]
After improvements [0.9214947 0.0785053] probability
[0.61008225 0.38991775]
After improvements [0.95427892 0.04572108] probability
[0.36334791 0.63665209]
After improvements [0.88475596 0.11524404] probability
[0.41780784 0.58219216]
After improvements [0.88867207 0.11132793] probability
[0.34864912 0.65135088]
After improvements [0.88823691 0.11176309] probability
[0.57662572 0.42337428]
After improvements [0.93281067 0.06718933] probability
[0.33120399 0.66879601]
After improvements [0.84726463 0.15273537] probability
[0.28316389 0.71683611]
After improvements [0.8713595 0.1286405] probability
[0.1414752 0.8585248]
After improvements [0.86615024 0.13384976] probability
[0.39289776 0.60710224]
After improvements [0.89462019 0.10537981] probability
[0.78592528 0.21407472]
After improvements [0.92705763 0.07294237] probability
[0.31357434 0.68642566]
After improvements [0.82471392 0.17528608] probability
[0.31861999 0.68138001]
After improvements [0.89961882 0.10038118] probability
[0.25752335 0.74247665]
After improvements [0.87982871 0.12017129] probability
[0.40521068 0.59478932]
After improvements [0.83598806 0.16401194] probability
[0.56101485 0.43898515]
After improvements [0.8944581 0.1055419] probability
[0.61136394 0.38863606]
After improvements [0.96747668 0.03252332] probability
[0.3091647 0.6908353]
After improvements [0.91067228 0.08932772] probability
[0.41371598 0.58628402]
After improvements [0.89998876 0.10001124] probability
[0.6875832 0.3124168]
After improvements [0.94292417 0.05707583] probability
[0.48547892 0.51452108]
After improvements [0.8703526 0.1296474] probability
[0.66759064 0.33240936]
After improvements [0.96059457 0.03940543] probability
[0.50901992 0.49098008]
After improvements [0.91074295 0.08925705] probability
[0.29145014 0.70854986]
After improvements [0.88325928 0.11674072] probability
[0.44842251 0.55157749]
After improvements [0.92923102 0.07076898] probability
[0.5901918 0.4098082]
After improvements [0.94670259 0.05329741] probability
[0.16003889 0.83996111]
After improvements [0.86317439 0.13682561] probability
[0.21208954 0.78791046]
After improvements [0.84267839 0.15732161] probability
[0.11755584 0.88244416]
After improvements [0.84518162 0.15481838] probability
[0.47957707 0.52042293]
After improvements [0.92947138 0.07052862] probability
[0.42452487 0.57547513]
After improvements [0.8556744 0.1443256] probability
[0.34831813 0.65168187]
After improvements [0.91257561 0.08742439] probability
[0.19433914 0.80566086]
After improvements [0.85528689 0.14471311] probability
[0.3410005 0.6589995]
After improvements [0.87832198 0.12167802] probability
[0.24674879 0.75325121]
After improvements [0.86476995 0.13523005] probability
[0.47907002 0.52092998]
After improvements [0.88093483 0.11906517] probability
[0.33523791 0.66476209]
After improvements [0.85878992 0.14121008] probability
[0.33424531 0.66575469]
After improvements [0.89974482 0.10025518] probability
[0.37866432 0.62133568]
After improvements [0.9178768 0.0821232] probability
[0.84152618 0.15847382]
After improvements [0.9830331 0.0169669] probability
[0.62638669 0.37361331]
After improvements [0.95636861 0.04363139] probability
[0.33378713 0.66621287]
After improvements [0.90655051 0.09344949] probability
[0.66533904 0.33466096]
After improvements [0.95532776 0.04467224] probability
[0.51676255 0.48323745]
After improvements [0.94838112 0.05161888] probability
[0.29565568 0.70434432]
After improvements [0.86889259 0.13110741] probability
[0.5398048 0.4601952]
After improvements [0.93897658 0.06102342] probability
[0.46822702 0.53177298]
After improvements [0.94259813 0.05740187] probability
[0.23305772 0.76694228]
After improvements [0.85779153 0.14220847] probability
[0.24470957 0.75529043]
After improvements [0.83865857 0.16134143] probability
[0.25106022 0.74893978]
After improvements [0.86864482 0.13135518] probability
[0.66279466 0.33720534]
After improvements [0.92884589 0.07115411] probability
[0.51972814 0.48027186]
After improvements [0.92270891 0.07729109] probability
[0.39533442 0.60466558]
After improvements [0.92068935 0.07931065] probability
[0.73637502 0.26362498]
After improvements [0.96113252 0.03886748] probability
[0.42374688 0.57625312]
After improvements [0.92847996 0.07152004] probability
[0.26108258 0.73891742]
After improvements [0.86746451 0.13253549] probability
[0.26032859 0.73967141]
After improvements [0.86950572 0.13049428] probability
[0.3638725 0.6361275]
After improvements [0.90112484 0.09887516] probability
[0.47491535 0.52508465]
After improvements [0.84439417 0.15560583] probability
[0.32637184 0.67362816]
After improvements [0.86243088 0.13756912] probability
[0.30113275 0.69886725]
After improvements [0.8921979 0.1078021] probability
[0.38162634 0.61837366]
After improvements [0.92168116 0.07831884] probability
[0.41569806 0.58430194]
After improvements [0.91483425 0.08516575] probability
[0.31883343 0.68116657]
After improvements [0.93024145 0.06975855] probability
[0.14066625 0.85933375]
After improvements [0.82730378 0.17269622] probability
[0.27536062 0.72463938]
After improvements [0.89774878 0.10225122] probability
[0.37214961 0.62785039]
After improvements [0.87915227 0.12084773] probability
[0.20704055 0.79295945]
After improvements [0.85296619 0.14703381] probability
[0.3948649 0.6051351]
After improvements [0.88199677 0.11800323] probability
[0.42357742 0.57642258]
After improvements [0.90384803 0.09615197] probability
[0.30491349 0.69508651]
After improvements [0.92995504 0.07004496] probability
[0.48086187 0.51913813]
After improvements [0.91901244 0.08098756] probability
[0.56765316 0.43234684]
After improvements [0.89556046 0.10443954] probability
[0.17917751 0.82082249]
After improvements [0.80468158 0.19531842] probability
[0.48505742 0.51494258]
After improvements [0.94528124 0.05471876] probability
[0.27701877 0.72298123]
After improvements [0.87214526 0.12785474] probability
[0.16671107 0.83328893]
After improvements [0.81891834 0.18108166] probability
[0.40102279 0.59897721]
After improvements [0.88866844 0.11133156] probability
[0.58307264 0.41692736]
After improvements [0.94838112 0.05161888] probability
[0.55336592 0.44663408]
After improvements [0.94240507 0.05759493] probability
[0.48088569 0.51911431]
After improvements [0.92348002 0.07651998] probability
[0.15678843 0.84321157]
After improvements [0.84871718 0.15128282] probability
[0.35475849 0.64524151]
After improvements [0.90125938 0.09874062] probability
[0.34372881 0.65627119]
After improvements [0.90222655 0.09777345] probability
[0.36275954 0.63724046]
After improvements [0.88776236 0.11223764] probability
[0.54093118 0.45906882]
After improvements [0.93281067 0.06718933] probability
[0.4350664 0.5649336]
After improvements [0.90560774 0.09439226] probability
[0.39113017 0.60886983]
After improvements [0.88241979 0.11758021] probability
[0.19938363 0.80061637]
After improvements [0.83018295 0.16981705] probability
[0.62991893 0.37008107]
After improvements [0.92433968 0.07566032] probability
[0.51266143 0.48733857]
After improvements [0.94754729 0.05245271] probability
[0.45345895 0.54654105]
After improvements [0.88028506 0.11971494] probability
[0.37669532 0.62330468]
After improvements [0.92761234 0.07238766] probability
[0.54590953 0.45409047]
After improvements [0.93626964 0.06373036] probability
[0.20797332 0.79202668]
After improvements [0.84860948 0.15139052] probability
[0.2854932 0.7145068]
After improvements [0.87850659 0.12149341] probability
[0.44467857 0.55532143]
After improvements [0.89556046 0.10443954] probability
[0.17551974 0.82448026]
After improvements [0.82369263 0.17630737] probability
[0.31184571 0.68815429]
After improvements [0.89995169 0.10004831] probability
[0.24507761 0.75492239]
After improvements [0.85310188 0.14689812] probability
[0.19887482 0.80112518]
After improvements [0.86941788 0.13058212] probability
[0.29708721 0.70291279]
After improvements [0.8883377 0.1116623] probability
[0.19541895 0.80458105]
After improvements [0.82221002 0.17778998] probability
[0.45622404 0.54377596]
After improvements [0.86100412 0.13899588] probability
[0.49221431 0.50778569]
After improvements [0.8992261 0.1007739] probability
[0.24438695 0.75561305]
After improvements [0.85496557 0.14503443] probability
[0.09941102 0.90058898]
After improvements [0.80102914 0.19897086] probability
[0.38393874 0.61606126]
After improvements [0.88057136 0.11942864] probability
[0.24024588 0.75975412]
After improvements [0.90440755 0.09559245] probability
[0.26391814 0.73608186]
After improvements [0.8612009 0.1387991] probability
[0.24453503 0.75546497]
After improvements [0.87932144 0.12067856] probability
[0.32221737 0.67778263]
After improvements [0.90445228 0.09554772] probability
[0.4759111 0.5240889]
After improvements [0.94017697 0.05982303] probability
[0.43715998 0.56284002]
After improvements [0.91419878 0.08580122] probability
[0.58362027 0.41637973]
After improvements [0.94722488 0.05277512] probability
[0.35554118 0.64445882]
After improvements [0.88390881 0.11609119] probability
[0.3358662 0.6641338]
After improvements [0.85965602 0.14034398] probability
[0.29452374 0.70547626]
After improvements [0.8927169 0.1072831] probability
[0.64327832 0.35672168]
After improvements [0.94197236 0.05802764] probability
[0.42226978 0.57773022]
After improvements [0.88122385 0.11877615] probability
[0.07218638 0.92781362]
After improvements [0.83690132 0.16309868] probability
[0.23504071 0.76495929]
After improvements [0.83892117 0.16107883] probability
[0.23666342 0.76333658]
After improvements [0.86739787 0.13260213] probability
[0.39259043 0.60740957]
After improvements [0.92663743 0.07336257] probability
[0.20464273 0.79535727]
After improvements [0.81944422 0.18055578] probability
[0.16203209 0.83796791]
After improvements [0.86818662 0.13181338] probability
[0.33479757 0.66520243]
After improvements [0.89935953 0.10064047] probability
[0.11621366 0.88378634]
After improvements [0.8641554 0.1358446] probability
[0.43956185 0.56043815]
After improvements [0.93555796 0.06444204] probability
[0.65131513 0.34868487]
After improvements [0.92466603 0.07533397] probability
[0.25087011 0.74912989]
After improvements [0.87835839 0.12164161] probability
[0.3250264 0.6749736]
After improvements [0.81126206 0.18873794] probability
[0.50788429 0.49211571]
After improvements [0.90942876 0.09057124] probability
[0.6662951 0.3337049]
After improvements [0.92354092 0.07645908] probability
[0.2363171 0.7636829]
After improvements [0.84665339 0.15334661] probability
[0.29156476 0.70843524]
After improvements [0.88751852 0.11248148] probability
[0.60154512 0.39845488]
After improvements [0.93927166 0.06072834] probability
[0.52890222 0.47109778]
After improvements [0.88010967 0.11989033] probability
[0.2888761 0.7111239]
After improvements [0.89556046 0.10443954] probability
[0.25689939 0.74310061]
After improvements [0.87386136 0.12613864] probability
[0.47013247 0.52986753]
After improvements [0.94350595 0.05649405] probability
[0.65073153 0.34926847]
After improvements [0.9598347 0.0401653] probability
[0.37149366 0.62850634]
After improvements [0.92032496 0.07967504] probability
[0.56100159 0.43899841]
After improvements [0.94259813 0.05740187] probability
[0.32676997 0.67323003]
After improvements [0.85092767 0.14907233] probability
[0.45814147 0.54185853]
After improvements [0.883365 0.116635] probability
[0.54613778 0.45386222]
After improvements [0.93647395 0.06352605] probability
[0.30243256 0.69756744]
After improvements [0.87181633 0.12818367] probability
[0.27374338 0.72625662]
After improvements [0.88826184 0.11173816] probability
[0.53483768 0.46516232]
After improvements [0.93174342 0.06825658] probability
[0.23388899 0.76611101]
After improvements [0.8583572 0.1416428] probability
[0.3410627 0.6589373]
After improvements [0.85857428 0.14142572] probability
[0.24478438 0.75521562]
After improvements [0.84722673 0.15277327] probability
[0.56631799 0.43368201]
After improvements [0.92890285 0.07109715] probability
[0.57646033 0.42353967]
After improvements [0.94754729 0.05245271] probability
[0.22681894 0.77318106]
After improvements [0.87992298 0.12007702] probability
[0.23972503 0.76027497]
After improvements [0.85734535 0.14265465] probability
[0.40173783 0.59826217]
After improvements [0.88689852 0.11310148] probability
[0.42473888 0.57526112]
After improvements [0.91372511 0.08627489] probability
[0.36195756 0.63804244]
After improvements [0.91529066 0.08470934] probability
[0.64715475 0.35284525]
After improvements [0.95210694 0.04789306] probability
[0.39861962 0.60138038]
After improvements [0.92307658 0.07692342] probability
[0.24707428 0.75292572]
After improvements [0.84477456 0.15522544] probability
[0.48518238 0.51481762]
After improvements [0.92306893 0.07693107] probability
[0.52197309 0.47802691]
After improvements [0.9090609 0.0909391] probability
[0.19224122 0.80775878]
After improvements [0.87605013 0.12394987] probability
[0.54483445 0.45516555]
After improvements [0.88233769 0.11766231] probability
[0.42657522 0.57342478]
After improvements [0.92961928 0.07038072] probability
[0.60446413 0.39553587]
After improvements [0.92806968 0.07193032] probability
[0.33649056 0.66350944]
After improvements [0.84783095 0.15216905] probability
[0.63451398 0.36548602]
After improvements [0.94838202 0.05161798] probability
[0.14154261 0.85845739]
After improvements [0.86180738 0.13819262] probability
[0.30491047 0.69508953]
After improvements [0.83824655 0.16175345] probability
[0.37479221 0.62520779]
After improvements [0.89453168 0.10546832] probability
[0.7699243 0.2300757]
After improvements [0.95809159 0.04190841] probability
[0.34619908 0.65380092]
After improvements [0.87538401 0.12461599] probability
[0.12679064 0.87320936]
After improvements [0.80901796 0.19098204] probability
[0.81446699 0.18553301]
After improvements [0.96491399 0.03508601] probability
[0.42567915 0.57432085]
After improvements [0.8689365 0.1310635] probability
[0.41000568 0.58999432]
After improvements [0.87761083 0.12238917] probability
[0.55445429 0.44554571]
After improvements [0.90722882 0.09277118] probability
[0.597231 0.402769]
After improvements [0.95334297 0.04665703] probability
[0.64129658 0.35870342]
After improvements [0.95487728 0.04512272] probability
[0.34231037 0.65768963]
After improvements [0.88695725 0.11304275] probability
[0.70846364 0.29153636]
After improvements [0.94020858 0.05979142] probability
[0.50480006 0.49519994]
After improvements [0.93095258 0.06904742] probability
[0.64752465 0.35247535]
After improvements [0.94020858 0.05979142] probability
[0.25161121 0.74838879]
After improvements [0.90096783 0.09903217] probability
[0.40580717 0.59419283]
After improvements [0.86823394 0.13176606] probability
[0.317402 0.682598]
After improvements [0.89612422 0.10387578] probability
[0.52402147 0.47597853]
After improvements [0.93778375 0.06221625] probability
[0.36368715 0.63631285]
After improvements [0.90871528 0.09128472] probability
[0.23219818 0.76780182]
After improvements [0.8552018 0.1447982] probability
[0.18040852 0.81959148]
After improvements [0.8066599 0.1933401] probability
[0.16091238 0.83908762]
After improvements [0.84398618 0.15601382] probability
[0.43530392 0.56469608]
After improvements [0.89391623 0.10608377] probability
[0.37804206 0.62195794]
After improvements [0.91562483 0.08437517] probability
[0.44916711 0.55083289]
After improvements [0.93830025 0.06169975] probability
[0.4500761 0.5499239]
After improvements [0.93851256 0.06148744] probability
[0.30662031 0.69337969]
After improvements [0.90121185 0.09878815] probability
[0.30950584 0.69049416]
After improvements [0.89433067 0.10566933] probability
[0.69076878 0.30923122]
After improvements [0.94440122 0.05559878] probability
[0.23552294 0.76447706]
After improvements [0.84563962 0.15436038] probability
[0.28849527 0.71150473]
After improvements [0.8633816 0.1366184] probability
[0.25512172 0.74487828]
After improvements [0.867046 0.132954] probability
[0.22027377 0.77972623]
After improvements [0.85407754 0.14592246] probability
[0.28857366 0.71142634]
After improvements [0.87348254 0.12651746] probability
[0.23446405 0.76553595]
After improvements [0.84887313 0.15112687] probability
[0.19418436 0.80581564]
After improvements [0.81461866 0.18538134] probability
[0.65119229 0.34880771]
After improvements [0.95052552 0.04947448] probability
[0.5307384 0.4692616]
After improvements [0.88941822 0.11058178] probability
[0.71758191 0.28241809]
After improvements [0.94978964 0.05021036] probability
[0.40159302 0.59840698]
After improvements [0.88538017 0.11461983] probability
[0.38893288 0.61106712]
After improvements [0.92376504 0.07623496] probability
[0.3148239 0.6851761]
After improvements [0.90653374 0.09346626] probability
[0.42912667 0.57087333]
After improvements [0.89961929 0.10038071] probability
[0.16067727 0.83932273]
After improvements [0.84320073 0.15679927] probability
[0.26098752 0.73901248]
After improvements [0.87321836 0.12678164] probability
[0.5401817 0.4598183]
After improvements [0.89427221 0.10572779] probability
[0.5407046 0.4592954]
After improvements [0.93656963 0.06343037] probability
[0.63141874 0.36858126]
After improvements [0.94976282 0.05023718] probability
[0.6243443 0.3756557]
After improvements [0.95351974 0.04648026] probability
[0.6615458 0.3384542]
After improvements [0.93668707 0.06331293] probability
[0.28415324 0.71584676]
After improvements [0.85016513 0.14983487] probability
[0.12411669 0.87588331]
After improvements [0.84878934 0.15121066] probability
[0.53536632 0.46463368]
After improvements [0.94895645 0.05104355] probability
[0.4421866 0.5578134]
After improvements [0.88105134 0.11894866] probability
[0.23734106 0.76265894]
After improvements [0.84956025 0.15043975] probability
[0.21539151 0.78460849]
After improvements [0.80876351 0.19123649] probability
[0.74794045 0.25205955]
After improvements [0.93555796 0.06444204] probability
[0.12135881 0.87864119]
After improvements [0.82521422 0.17478578] probability
[0.26948556 0.73051444]
After improvements [0.80258656 0.19741344] probability
[0.16340548 0.83659452]
After improvements [0.84031769 0.15968231] probability
[0.23944984 0.76055016]
After improvements [0.84879156 0.15120844] probability
[0.70537297 0.29462703]
After improvements [0.94560034 0.05439966] probability
[0.45495784 0.54504216]
After improvements [0.8542588 0.1457412] probability
[0.55010458 0.44989542]
After improvements [0.92559878 0.07440122] probability
[0.32286597 0.67713403]
After improvements [0.85941216 0.14058784] probability
[0.1089649 0.8910351]
After improvements [0.82223467 0.17776533] probability
[0.16014946 0.83985054]
After improvements [0.83212676 0.16787324] probability
[0.85442201 0.14557799]
After improvements [0.9663959 0.0336041] probability
[0.43438252 0.56561748]
After improvements [0.93552454 0.06447546] probability
[0.30236435 0.69763565]
After improvements [0.83435885 0.16564115] probability
[0.75800075 0.24199925]
After improvements [0.95891705 0.04108295] probability
[0.62695464 0.37304536]
After improvements [0.94655686 0.05344314] probability
[0.64643017 0.35356983]
After improvements [0.94372146 0.05627854] probability
[0.71480338 0.28519662]
After improvements [0.9397128 0.0602872] probability
[0.34632728 0.65367272]
After improvements [0.85884008 0.14115992] probability
[0.52619358 0.47380642]
After improvements [0.95775779 0.04224221] probability
[0.37813429 0.62186571]
After improvements [0.86004808 0.13995192] probability
[0.80120479 0.19879521]
After improvements [0.96438253 0.03561747] probability
[0.29632491 0.70367509]
After improvements [0.90680713 0.09319287] probability
[0.69212193 0.30787807]
After improvements [0.92722142 0.07277858] probability
[0.41641367 0.58358633]
After improvements [0.83824903 0.16175097] probability
[0.66844854 0.33155146]
After improvements [0.93386356 0.06613644] probability
[0.27191332 0.72808668]
After improvements [0.85560823 0.14439177] probability
[0.83316714 0.16683286]
After improvements [0.95764235 0.04235765] probability
[0.44904958 0.55095042]
After improvements [0.91574947 0.08425053] probability
[0.47568116 0.52431884]
After improvements [0.89188831 0.10811169] probability
[0.52987892 0.47012108]
After improvements [0.92354092 0.07645908] probability
[0.71608096 0.28391904]
After improvements [0.9414093 0.0585907] probability
[0.30317795 0.69682205]
After improvements [0.86353873 0.13646127] probability
[0.86246329 0.13753671]
After improvements [0.95716126 0.04283874] probability
[0.39350227 0.60649773]
After improvements [0.92765424 0.07234576] probability
[0.61575371 0.38424629]
After improvements [0.9522987 0.0477013] probability
[0.29663069 0.70336931]
After improvements [0.8823415 0.1176585] probability
[0.38189615 0.61810385]
After improvements [0.88075856 0.11924144] probability
[0.39630724 0.60369276]
After improvements [0.91692164 0.08307836] probability
[0.65948084 0.34051916]
After improvements [0.95209225 0.04790775] probability
[0.44925871 0.55074129]
After improvements [0.94274543 0.05725457] probability
[0.49103249 0.50896751]
After improvements [0.95058969 0.04941031] probability
[0.43074055 0.56925945]
After improvements [0.86858341 0.13141659] probability
[0.39368719 0.60631281]
After improvements [0.92348002 0.07651998] probability
[0.462853 0.537147]
After improvements [0.92952788 0.07047212] probability
[0.61816554 0.38183446]
After improvements [0.9472644 0.0527356] probability
[0.57157182 0.42842818]
After improvements [0.96019778 0.03980222] probability
[0.43527515 0.56472485]
After improvements [0.92539105 0.07460895] probability
[0.30386352 0.69613648]
After improvements [0.86292851 0.13707149] probability
[0.57491053 0.42508947]
After improvements [0.90660521 0.09339479] probability
[0.49319594 0.50680406]
After improvements [0.91318735 0.08681265] probability
[0.43062173 0.56937827]
After improvements [0.92521278 0.07478722] probability
[0.60950902 0.39049098]
After improvements [0.94269136 0.05730864] probability
[0.45452844 0.54547156]
After improvements [0.91757471 0.08242529] probability
[0.34700601 0.65299399]
After improvements [0.81568027 0.18431973] probability
[0.57847894 0.42152106]
After improvements [0.91692164 0.08307836] probability
[0.26477204 0.73522796]
After improvements [0.81897936 0.18102064] probability
[0.78725403 0.21274597]
After improvements [0.95179141 0.04820859] probability
[0.50810183 0.49189817]
After improvements [0.94470621 0.05529379] probability
[0.50410212 0.49589788]
After improvements [0.94350595 0.05649405] probability
[0.24924704 0.75075296]
After improvements [0.86114509 0.13885491] probability
[0.5103825 0.4896175]
After improvements [0.91197328 0.08802672] probability
[0.25921063 0.74078937]
After improvements [0.92814431 0.07185569] probability
[0.55931994 0.44068006]
After improvements [0.95886771 0.04113229] probability
[0.24015582 0.75984418]
After improvements [0.86439224 0.13560776] probability
[0.29788498 0.70211502]
After improvements [0.84282587 0.15717413] probability
[0.69911102 0.30088898]
After improvements [0.94633134 0.05366866] probability
[0.43975435 0.56024565]
After improvements [0.91342659 0.08657341] probability
[0.4178323 0.5821677]
After improvements [0.88567988 0.11432012] probability
[0.38872586 0.61127414]
After improvements [0.92250091 0.07749909] probability
[0.81734671 0.18265329]
After improvements [0.9643797 0.0356203] probability
[0.57530826 0.42469174]
After improvements [0.92526461 0.07473539] probability
[0.24283854 0.75716146]
After improvements [0.82162528 0.17837472] probability
[0.30767724 0.69232276]
After improvements [0.83444374 0.16555626] probability
[0.55469442 0.44530558]
After improvements [0.91231569 0.08768431] probability
[0.27538739 0.72461261]
After improvements [0.91586345 0.08413655] probability
[0.82788041 0.17211959]
After improvements [0.96349114 0.03650886] probability
[0.37639908 0.62360092]
After improvements [0.91296335 0.08703665] probability
[0.64337763 0.35662237]
After improvements [0.95671289 0.04328711] probability
[0.24761852 0.75238148]
After improvements [0.87905782 0.12094218] probability
[0.71222177 0.28777823]
After improvements [0.9562885 0.0437115] probability
[0.58613927 0.41386073]
After improvements [0.9090609 0.0909391] probability
[0.31212376 0.68787624]
After improvements [0.87457716 0.12542284] probability
[0.41407878 0.58592122]
After improvements [0.82453278 0.17546722] probability
[0.28810277 0.71189723]
After improvements [0.91556354 0.08443646] probability
[0.60261319 0.39738681]
After improvements [0.9469977 0.0530023] probability
[0.25779207 0.74220793]
After improvements [0.81009665 0.18990335] probability
[0.76648293 0.23351707]
After improvements [0.93046951 0.06953049] probability
[0.15501801 0.84498199]
After improvements [0.87730736 0.12269264] probability
[0.25924004 0.74075996]
After improvements [0.86688429 0.13311571] probability
[0.26554541 0.73445459]
After improvements [0.82740399 0.17259601] probability
[0.4013279 0.5986721]
After improvements [0.92542047 0.07457953] probability
[0.18834682 0.81165318]
After improvements [0.86230985 0.13769015] probability
[0.479942 0.520058]
After improvements [0.94920329 0.05079671] probability
[0.23442021 0.76557979]
After improvements [0.81246141 0.18753859] probability
[0.35411487 0.64588513]
After improvements [0.90954267 0.09045733] probability
[0.66079176 0.33920824]
After improvements [0.93667199 0.06332801] probability
[0.49507773 0.50492227]
After improvements [0.86274758 0.13725242] probability
[0.48141362 0.51858638]
After improvements [0.94129981 0.05870019] probability
[0.29168311 0.70831689]
After improvements [0.8972424 0.1027576] probability
[0.69059529 0.30940471]
After improvements [0.94705001 0.05294999] probability
[0.38332767 0.61667233]
After improvements [0.80518883 0.19481117] probability
[0.55377304 0.44622696]
After improvements [0.90575548 0.09424452] probability
[0.27332125 0.72667875]
After improvements [0.86464719 0.13535281] probability
[0.31639054 0.68360946]
After improvements [0.83824903 0.16175097] probability
[0.30830211 0.69169789]
After improvements [0.82998307 0.17001693] probability
[0.738291 0.261709]
After improvements [0.94644685 0.05355315] probability
[0.4560132 0.5439868]
After improvements [0.94528218 0.05471782] probability
[0.14635593 0.85364407]
After improvements [0.86536499 0.13463501] probability
[0.29000214 0.70999786]
After improvements [0.88789834 0.11210166] probability
[0.56571881 0.43428119]
After improvements [0.90775823 0.09224177] probability
[0.4566923 0.5433077]
After improvements [0.90403377 0.09596623] probability
[0.43581483 0.56418517]
After improvements [0.91352335 0.08647665] probability
[0.28021823 0.71978177]
After improvements [0.88128786 0.11871214] probability
[0.47834699 0.52165301]
After improvements [0.94107617 0.05892383] probability
[0.60134066 0.39865934]
After improvements [0.95376384 0.04623616] probability
[0.44552817 0.55447183]
After improvements [0.89959021 0.10040979] probability
[0.21297234 0.78702766]
After improvements [0.89586037 0.10413963] probability
[0.22100417 0.77899583]
After improvements [0.82006205 0.17993795] probability
[0.44205806 0.55794194]
After improvements [0.93930285 0.06069715] probability
[0.20382194 0.79617806]
After improvements [0.82967871 0.17032129] probability
[0.62205266 0.37794734]
After improvements [0.94489428 0.05510572] probability
[0.32220457 0.67779543]
After improvements [0.90020945 0.09979055] probability
[0.80355295 0.19644705]
After improvements [0.97339869 0.02660131] probability
[0.2100138 0.7899862]
After improvements [0.83895104 0.16104896] probability
[0.69987858 0.30012142]
After improvements [0.94825492 0.05174508] probability
[0.68669812 0.31330188]
After improvements [0.96276798 0.03723202] probability
[0.22491271 0.77508729]
After improvements [0.85767207 0.14232793] probability
[0.66944048 0.33055952]
After improvements [0.94310949 0.05689051] probability
[0.43976285 0.56023715]
After improvements [0.8986806 0.1013194] probability
[0.52432542 0.47567458]
After improvements [0.91865159 0.08134841] probability
[0.3710681 0.6289319]
After improvements [0.86863354 0.13136646] probability
[0.3622261 0.6377739]
After improvements [0.93242503 0.06757497] probability
[0.35273755 0.64726245]
After improvements [0.91337353 0.08662647] probability
[0.5635937 0.4364063]
After improvements [0.94250459 0.05749541] probability
[0.29770393 0.70229607]
After improvements [0.83868967 0.16131033] probability
[0.21515535 0.78484465]
After improvements [0.83593816 0.16406184] probability
[0.54824438 0.45175562]
After improvements [0.93818514 0.06181486] probability
[0.36253006 0.63746994]
After improvements [0.8860688 0.1139312] probability
[0.60779015 0.39220985]
After improvements [0.95981541 0.04018459] probability
[0.61308308 0.38691692]
After improvements [0.9423826 0.0576174] probability
[0.36384105 0.63615895]
After improvements [0.86603171 0.13396829] probability
[0.54583194 0.45416806]
After improvements [0.90020781 0.09979219] probability
[0.73164956 0.26835044]
After improvements [0.92890467 0.07109533] probability
[0.22060332 0.77939668]
After improvements [0.83440934 0.16559066] probability
[0.21680902 0.78319098]
After improvements [0.87692174 0.12307826] probability
[0.14574043 0.85425957]
After improvements [0.85467665 0.14532335] probability
[0.45882301 0.54117699]
After improvements [0.86517888 0.13482112] probability
[0.28272275 0.71727725]
After improvements [0.89197545 0.10802455] probability
[0.23694269 0.76305731]
After improvements [0.85067105 0.14932895] probability
[0.26892368 0.73107632]
After improvements [0.8792149 0.1207851] probability
[0.15557304 0.84442696]
After improvements [0.84673561 0.15326439] probability
[0.85460765 0.14539235]
After improvements [0.9663959 0.0336041] probability
[0.31462423 0.68537577]
After improvements [0.91158194 0.08841806] probability
[0.71626458 0.28373542]
After improvements [0.93412455 0.06587545] probability
[0.35979258 0.64020742]
After improvements [0.88194492 0.11805508] probability
[0.57055523 0.42944477]
After improvements [0.93862106 0.06137894] probability
[0.17468165 0.82531835]
After improvements [0.81944296 0.18055704] probability
[0.40851032 0.59148968]
After improvements [0.88943569 0.11056431] probability
[0.45917402 0.54082598]
After improvements [0.94059634 0.05940366] probability
[0.75281168 0.24718832]
After improvements [0.9538112 0.0461888] probability
[0.34696985 0.65303015]
After improvements [0.8060937 0.1939063] probability
[0.0296047 0.9703953]
After improvements [0.82054008 0.17945992] probability
[0.37285329 0.62714671]
After improvements [0.91883134 0.08116866] probability
[0.53288401 0.46711599]
After improvements [0.92118178 0.07881822] probability
[0.34303959 0.65696041]
After improvements [0.89966703 0.10033297] probability
[0.34606434 0.65393566]
After improvements [0.9165262 0.0834738] probability
[0.31587101 0.68412899]
After improvements [0.89166814 0.10833186] probability
[0.40014925 0.59985075]
After improvements [0.8288647 0.1711353] probability
[0.14001728 0.85998272]
After improvements [0.82264856 0.17735144] probability
[0.55668091 0.44331909]
After improvements [0.9388774 0.0611226] probability
[0.10835472 0.89164528]
After improvements [0.85313949 0.14686051] probability
[0.27245866 0.72754134]
After improvements [0.87794546 0.12205454] probability
[0.3302687 0.6697313]
After improvements [0.89399546 0.10600454] probability
[0.36411485 0.63588515]
After improvements [0.85784312 0.14215688] probability
[0.74731322 0.25268678]
After improvements [0.96500186 0.03499814] probability
[0.21923961 0.78076039]
After improvements [0.86696743 0.13303257] probability
[0.31058249 0.68941751]
After improvements [0.82512216 0.17487784] probability
[0.21285847 0.78714153]
After improvements [0.83928484 0.16071516] probability
[0.33998731 0.66001269]
After improvements [0.9074776 0.0925224] probability
[0.35264356 0.64735644]
After improvements [0.86379951 0.13620049] probability
[0.700128 0.299872]
After improvements [0.96621931 0.03378069] probability
[0.46046284 0.53953716]
After improvements [0.89756084 0.10243916] probability
[0.19139729 0.80860271]
After improvements [0.81457657 0.18542343] probability
[0.40894458 0.59105542]
After improvements [0.90560774 0.09439226] probability
[0.56144966 0.43855034]
After improvements [0.89656414 0.10343586] probability
[0.42091715 0.57908285]
After improvements [0.89018997 0.10981003] probability
[0.12923017 0.87076983]
After improvements [0.8479922 0.1520078] probability
[0.42528525 0.57471475]
After improvements [0.88346637 0.11653363] probability
[0.39533683 0.60466317]
After improvements [0.88798718 0.11201282] probability
[0.71457484 0.28542516]
After improvements [0.94867636 0.05132364] probability
[0.36402084 0.63597916]
After improvements [0.88342532 0.11657468] probability
[0.09331313 0.90668687]
After improvements [0.87345476 0.12654524] probability
[0.16371171 0.83628829]
After improvements [0.86635247 0.13364753] probability
[0.32162974 0.67837026]
After improvements [0.87337285 0.12662715] probability
[0.58455822 0.41544178]
After improvements [0.8887698 0.1112302] probability
[0.15592275 0.84407725]
After improvements [0.81662541 0.18337459] probability
[0.32195914 0.67804086]
After improvements [0.87865519 0.12134481] probability
[0.76921791 0.23078209]
After improvements [0.96187336 0.03812664] probability
[0.08553121 0.91446879]
After improvements [0.83929224 0.16070776] probability
[0.32492681 0.67507319]
After improvements [0.85999634 0.14000366] probability
[0.74657157 0.25342843]
After improvements [0.95189493 0.04810507] probability
[0.78772263 0.21227737]
After improvements [0.96336985 0.03663015] probability
[0.18415824 0.81584176]
After improvements [0.82549574 0.17450426] probability
[0.26810523 0.73189477]
After improvements [0.86720284 0.13279716] probability
[0.30006215 0.69993785]
After improvements [0.88716076 0.11283924] probability
[0.19154741 0.80845259]
After improvements [0.86318097 0.13681903] probability
[0.2154157 0.7845843]
After improvements [0.84311565 0.15688435] probability
[0.30906923 0.69093077]
After improvements [0.88190043 0.11809957] probability
[0.41075545 0.58924455]
After improvements [0.92279986 0.07720014] probability
[0.71629929 0.28370071]
After improvements [0.95248318 0.04751682] probability
[0.12490146 0.87509854]
After improvements [0.84459897 0.15540103] probability
[0.41647349 0.58352651]
After improvements [0.89334557 0.10665443] probability
[0.49445047 0.50554953]
After improvements [0.902917 0.097083] probability
[0.26518701 0.73481299]
After improvements [0.86978187 0.13021813] probability
[0.29206474 0.70793526]
After improvements [0.8162938 0.1837062] probability
[0.54486595 0.45513405]
After improvements [0.92348002 0.07651998] probability
[0.65590833 0.34409167]
After improvements [0.95408994 0.04591006] probability
[0.6810874 0.3189126]
After improvements [0.95334297 0.04665703] probability
[0.40176878 0.59823122]
After improvements [0.83346151 0.16653849] probability
[0.61982575 0.38017425]
After improvements [0.9182003 0.0817997] probability
[0.73514867 0.26485133]
After improvements [0.94454321 0.05545679] probability
[0.6141995 0.3858005]
After improvements [0.95122782 0.04877218] probability
[0.55500008 0.44499992]
After improvements [0.90545135 0.09454865] probability
[0.21956462 0.78043538]
After improvements [0.84018518 0.15981482] probability
[0.09367017 0.90632983]
After improvements [0.8298981 0.1701019] probability
[0.26629763 0.73370237]
After improvements [0.84924913 0.15075087] probability
[0.17012999 0.82987001]
After improvements [0.87869937 0.12130063] probability
[0.3120543 0.6879457]
After improvements [0.89745885 0.10254115] probability
[0.59215207 0.40784793]
After improvements [0.91659354 0.08340646] probability
[0.53247257 0.46752743]
After improvements [0.91646022 0.08353978] probability
[0.21852299 0.78147701]
After improvements [0.84032931 0.15967069] probability
[0.55226109 0.44773891]
After improvements [0.9560074 0.0439926] probability
[0.25996947 0.74003053]
After improvements [0.86804914 0.13195086] probability
[0.36224246 0.63775754]
After improvements [0.89843326 0.10156674] probability
[0.59346094 0.40653906]
After improvements [0.89888259 0.10111741] probability
[0.17569698 0.82430302]
After improvements [0.80090624 0.19909376] probability
[0.38931706 0.61068294]
After improvements [0.87025473 0.12974527] probability
[0.20171724 0.79828276]
After improvements [0.86766007 0.13233993] probability
[0.33763153 0.66236847]
After improvements [0.84455545 0.15544455] probability
[0.549563 0.450437]
After improvements [0.93505074 0.06494926] probability
[0.54916412 0.45083588]
After improvements [0.90362734 0.09637266] probability
[0.44122778 0.55877222]
After improvements [0.89024752 0.10975248] probability
[0.16483212 0.83516788]
After improvements [0.81707747 0.18292253] probability
[0.18541868 0.81458132]
After improvements [0.81360101 0.18639899] probability
[0.46059477 0.53940523]
After improvements [0.92111916 0.07888084] probability
[0.72400569 0.27599431]
After improvements [0.95638808 0.04361192] probability
[0.34480699 0.65519301]
After improvements [0.89779916 0.10220084] probability
[0.36590707 0.63409293]
After improvements [0.91748617 0.08251383] probability
[0.48545853 0.51454147]
After improvements [0.92347428 0.07652572] probability
[0.60521299 0.39478701]
After improvements [0.9338942 0.0661058] probability
[0.43131024 0.56868976]
After improvements [0.89309773 0.10690227] probability
[0.22263858 0.77736142]
After improvements [0.85595431 0.14404569] probability
[0.31189447 0.68810553]
After improvements [0.88987158 0.11012842] probability
[0.32969092 0.67030908]
After improvements [0.89300838 0.10699162] probability
[0.69140803 0.30859197]
After improvements [0.94208701 0.05791299] probability
[0.73157885 0.26842115]
After improvements [0.95112508 0.04887492] probability
[0.60924237 0.39075763]
After improvements [0.9041512 0.0958488] probability
[0.37010495 0.62989505]
After improvements [0.91036206 0.08963794] probability
[0.47196026 0.52803974]
After improvements [0.92569953 0.07430047] probability
[0.07267168 0.92732832]
After improvements [0.81288592 0.18711408] probability
[0.39813879 0.60186121]
After improvements [0.85856207 0.14143793] probability
[0.71334234 0.28665766]
After improvements [0.95202946 0.04797054] probability
[0.39649712 0.60350288]
After improvements [0.83257492 0.16742508] probability
[0.72609975 0.27390025]
After improvements [0.95382846 0.04617154] probability
[0.12525025 0.87474975]
After improvements [0.83690158 0.16309842] probability
[0.74929845 0.25070155]
After improvements [0.97473419 0.02526581] probability
[0.67437236 0.32562764]
After improvements [0.964002 0.035998] probability
[0.72642769 0.27357231]
After improvements [0.95068801 0.04931199] probability
[0.63508592 0.36491408]
After improvements [0.92026307 0.07973693] probability
[0.411289 0.588711]
After improvements [0.81705815 0.18294185] probability
[0.20967692 0.79032308]
After improvements [0.84882852 0.15117148] probability
[0.64928222 0.35071778]
After improvements [0.93568342 0.06431658] probability
[0.23008077 0.76991923]
After improvements [0.85948987 0.14051013] probability
[0.58038026 0.41961974]
After improvements [0.88064654 0.11935346] probability
[0.48744806 0.51255194]
After improvements [0.91286028 0.08713972] probability
[0.09297543 0.90702457]
After improvements [0.85469973 0.14530027] probability
[0.4604089 0.5395911]
After improvements [0.93386242 0.06613758] probability
[0.27077403 0.72922597]
After improvements [0.86843587 0.13156413] probability
[0.15817879 0.84182121]
After improvements [0.80395059 0.19604941] probability
[0.76824722 0.23175278]
After improvements [0.97547645 0.02452355] probability
[0.1193724 0.8806276]
After improvements [0.87135142 0.12864858] probability
[0.34413467 0.65586533]
After improvements [0.90445228 0.09554772] probability
[0.52734862 0.47265138]
After improvements [0.92662525 0.07337475] probability
[0.29443835 0.70556165]
After improvements [0.88443741 0.11556259] probability
[0.12817771 0.87182229]
After improvements [0.84191347 0.15808653] probability
[0.19769824 0.80230176]
After improvements [0.83255271 0.16744729] probability
[0.42370887 0.57629113]
After improvements [0.89147128 0.10852872] probability
[0.44426894 0.55573106]
After improvements [0.93927271 0.06072729] probability
[0.21965064 0.78034936]
After improvements [0.8555664 0.1444336] probability
[0.65780872 0.34219128]
After improvements [0.9286487 0.0713513] probability
[0.42925022 0.57074978]
After improvements [0.92885091 0.07114909] probability
[0.12600581 0.87399419]
After improvements [0.83157089 0.16842911] probability
[0.26821264 0.73178736]
After improvements [0.88580673 0.11419327] probability
[0.5851062 0.4148938]
After improvements [0.91723398 0.08276602] probability
[0.26152126 0.73847874]
After improvements [0.83641474 0.16358526] probability
[0.35715317 0.64284683]
After improvements [0.93463782 0.06536218] probability
[0.56486537 0.43513463]
After improvements [0.93188237 0.06811763] probability
[0.22688251 0.77311749]
After improvements [0.88570436 0.11429564] probability
[0.18090219 0.81909781]
After improvements [0.86296037 0.13703963] probability
[0.38877638 0.61122362]
After improvements [0.94595441 0.05404559] probability
[0.51708904 0.48291096]
After improvements [0.88603131 0.11396869] probability
[0.41784449 0.58215551]
After improvements [0.92829658 0.07170342] probability
[0.31200641 0.68799359]
After improvements [0.8799403 0.1200597] probability
[0.29254959 0.70745041]
After improvements [0.88915616 0.11084384] probability
[0.05830169 0.94169831]
After improvements [0.8257813 0.1742187] probability
[0.28299317 0.71700683]
After improvements [0.92372465 0.07627535] probability
[0.32627592 0.67372408]
After improvements [0.88965758 0.11034242] probability
[0.54916968 0.45083032]
After improvements [0.95334297 0.04665703] probability
[0.20125742 0.79874258]
After improvements [0.84209009 0.15790991] probability
[0.3933885 0.6066115]
After improvements [0.92246342 0.07753658] probability
[0.52018953 0.47981047]
After improvements [0.84754004 0.15245996] probability
[0.17520103 0.82479897]
After improvements [0.85495764 0.14504236] probability
[0.13420564 0.86579436]
After improvements [0.83118594 0.16881406] probability
[0.0827034 0.9172966]
After improvements [0.81620059 0.18379941] probability
[0.31077626 0.68922374]
After improvements [0.90430211 0.09569789] probability
[0.13176495 0.86823505]
After improvements [0.85481107 0.14518893] probability
[0.24496592 0.75503408]
After improvements [0.87178297 0.12821703] probability
[0.20998827 0.79001173]
After improvements [0.80226449 0.19773551] probability
[0.26159311 0.73840689]
After improvements [0.8639961 0.1360039] probability
[0.30864527 0.69135473]
After improvements [0.90956875 0.09043125] probability
[0.2307178 0.7692822]
After improvements [0.84475849 0.15524151] probability
[0.39581811 0.60418189]
After improvements [0.89987086 0.10012914] probability
[0.31069084 0.68930916]
After improvements [0.83363938 0.16636062] probability
[0.23880543 0.76119457]
After improvements [0.83492128 0.16507872] probability
[0.52250529 0.47749471]
After improvements [0.92142612 0.07857388] probability
[0.9010297 0.0989703]
After improvements [0.96528571 0.03471429] probability
[0.66092177 0.33907823]
After improvements [0.92956165 0.07043835] probability
[0.46300289 0.53699711]
After improvements [0.93756647 0.06243353] probability
[0.52476536 0.47523464]
After improvements [0.93542167 0.06457833] probability
[0.31672487 0.68327513]
After improvements [0.94033545 0.05966455] probability
[0.24386159 0.75613841]
After improvements [0.80204668 0.19795332] probability
[0.69183192 0.30816808]
After improvements [0.94219535 0.05780465] probability
[0.61005484 0.38994516]
After improvements [0.94891118 0.05108882] probability
[0.7152144 0.2847856]
After improvements [0.97563211 0.02436789] probability
[0.31549492 0.68450508]
After improvements [0.90437477 0.09562523] probability
[0.69220037 0.30779963]
After improvements [0.94753107 0.05246893] probability
[0.58988115 0.41011885]
After improvements [0.94114474 0.05885526] probability
[0.35919085 0.64080915]
After improvements [0.8858062 0.1141938] probability
[0.84425003 0.15574997]
After improvements [0.96309404 0.03690596] probability
[0.25064702 0.74935298]
After improvements [0.85704243 0.14295757] probability
[0.48926251 0.51073749]
After improvements [0.91861225 0.08138775] probability
[0.4890698 0.5109302]
After improvements [0.90654947 0.09345053] probability
[0.2127803 0.7872197]
After improvements [0.8306473 0.1693527] probability
[0.33219478 0.66780522]
After improvements [0.90942876 0.09057124] probability
[0.65833721 0.34166279]
After improvements [0.93386242 0.06613758] probability
[0.32528172 0.67471828]
After improvements [0.85301955 0.14698045] probability
[0.57375464 0.42624536]
After improvements [0.91162349 0.08837651] probability
[0.32731611 0.67268389]
After improvements [0.85726463 0.14273537] probability
[0.33649147 0.66350853]
After improvements [0.84238339 0.15761661] probability
[0.2415201 0.7584799]
After improvements [0.87037244 0.12962756] probability
[0.09863614 0.90136386]
After improvements [0.80055482 0.19944518] probability
[0.34855538 0.65144462]
After improvements [0.90059548 0.09940452] probability
[0.21336255 0.78663745]
After improvements [0.86529611 0.13470389] probability
[0.39709152 0.60290848]
After improvements [0.8806855 0.1193145] probability
[0.38012287 0.61987713]
After improvements [0.87075327 0.12924673] probability
[0.39433083 0.60566917]
After improvements [0.92835394 0.07164606] probability
[0.51941038 0.48058962]
After improvements [0.92232346 0.07767654] probability
[0.41994636 0.58005364]
After improvements [0.89974317 0.10025683] probability
[0.36814768 0.63185232]
After improvements [0.91730388 0.08269612] probability
[0.52586111 0.47413889]
After improvements [0.92234 0.07766] probability
[0.52538527 0.47461473]
After improvements [0.95189493 0.04810507] probability
[0.33069484 0.66930516]
After improvements [0.86796223 0.13203777] probability
[0.52177501 0.47822499]
After improvements [0.94716071 0.05283929] probability
[0.43952974 0.56047026]
After improvements [0.92995623 0.07004377] probability
[0.32366712 0.67633288]
After improvements [0.90331383 0.09668617] probability
[0.74928473 0.25071527]
After improvements [0.93756755 0.06243245] probability
[0.43412787 0.56587213]
After improvements [0.9333781 0.0666219] probability
[0.42845653 0.57154347]
After improvements [0.93228974 0.06771026] probability
[0.26503411 0.73496589]
After improvements [0.8686527 0.1313473] probability
[0.57205274 0.42794726]
After improvements [0.93071609 0.06928391] probability
[0.61468134 0.38531866]
After improvements [0.94700387 0.05299613] probability
[0.58512491 0.41487509]
After improvements [0.90274709 0.09725291] probability
[0.75996081 0.24003919]
After improvements [0.96295854 0.03704146] probability
[0.90578564 0.09421436]
After improvements [0.97083082 0.02916918] probability
[0.32342475 0.67657525]
After improvements [0.80678356 0.19321644] probability
[0.41788975 0.58211025]
After improvements [0.93914377 0.06085623] probability
[0.62516833 0.37483167]
After improvements [0.9189491 0.0810509] probability
[0.37779958 0.62220042]
After improvements [0.94950573 0.05049427] probability
[0.27769152 0.72230848]
After improvements [0.88983622 0.11016378] probability
[0.30139839 0.69860161]
After improvements [0.89396877 0.10603123] probability
[0.37756676 0.62243324]
After improvements [0.86952588 0.13047412] probability
[0.13701539 0.86298461]
After improvements [0.87174533 0.12825467] probability
[0.30610105 0.69389895]
After improvements [0.89792568 0.10207432] probability
[0.45059376 0.54940624]
After improvements [0.93007 0.06993] probability
[0.23242259 0.76757741]
After improvements [0.83160803 0.16839197] probability
[0.16194736 0.83805264]
After improvements [0.86811517 0.13188483] probability
[0.22378022 0.77621978]
After improvements [0.81644805 0.18355195] probability
[0.52508396 0.47491604]
After improvements [0.93124764 0.06875236] probability
[0.19328904 0.80671096]
After improvements [0.83164662 0.16835338] probability
[0.84355391 0.15644609]
After improvements [0.97439693 0.02560307] probability
[0.2184778 0.7815222]
After improvements [0.82331037 0.17668963] probability
[0.18374564 0.81625436]
After improvements [0.80095358 0.19904642] probability
[0.28812861 0.71187139]
After improvements [0.83071303 0.16928697] probability
[0.18115803 0.81884197]
After improvements [0.83806129 0.16193871] probability
[0.72487811 0.27512189]
After improvements [0.96049608 0.03950392] probability
[0.4236855 0.5763145]
After improvements [0.90604848 0.09395152] probability
[0.1659967 0.8340033]
After improvements [0.8468115 0.1531885] probability
[0.65502609 0.34497391]
After improvements [0.96049608 0.03950392] probability
[0.52326292 0.47673708]
After improvements [0.93505684 0.06494316] probability
[0.17228493 0.82771507]
After improvements [0.88699352 0.11300648] probability
[0.61691 0.38309]
After improvements [0.94061349 0.05938651] probability
[0.25825491 0.74174509]
After improvements [0.85703945 0.14296055] probability
[0.29758945 0.70241055]
After improvements [0.82854693 0.17145307] probability
[0.70701216 0.29298784]
After improvements [0.94330712 0.05669288] probability
[0.42947735 0.57052265]
After improvements [0.88597918 0.11402082] probability
[0.41482001 0.58517999]
After improvements [0.83646719 0.16353281] probability
[0.72340544 0.27659456]
After improvements [0.95410164 0.04589836] probability
[0.30812824 0.69187176]
After improvements [0.89861541 0.10138459] probability
[0.67431131 0.32568869]
After improvements [0.96385251 0.03614749] probability
[0.57427683 0.42572317]
After improvements [0.92728081 0.07271919] probability
[0.14255942 0.85744058]
After improvements [0.87484283 0.12515717] probability
[0.32275491 0.67724509]
After improvements [0.90286065 0.09713935] probability
[0.36428808 0.63571192]
After improvements [0.81357154 0.18642846] probability
[0.33142461 0.66857539]
After improvements [0.90171822 0.09828178] probability
[0.39106734 0.60893266]
After improvements [0.8635391 0.1364609] probability
[0.79178713 0.20821287]
After improvements [0.95428739 0.04571261] probability
[0.39431231 0.60568769]
After improvements [0.90237382 0.09762618] probability
[0.84150147 0.15849853]
After improvements [0.97192797 0.02807203] probability
[0.17892149 0.82107851]
After improvements [0.88427551 0.11572449] probability
[0.57317372 0.42682628]
After improvements [0.92956165 0.07043835] probability
[0.22970365 0.77029635]
After improvements [0.8371482 0.1628518] probability
[0.55372323 0.44627677]
After improvements [0.90275353 0.09724647] probability
[0.6125037 0.3874963]
After improvements [0.96784231 0.03215769] probability
[0.56247469 0.43752531]
After improvements [0.94200658 0.05799342] probability
[0.82037727 0.17962273]
After improvements [0.96756249 0.03243751] probability
[0.88769881 0.11230119]
After improvements [0.98020599 0.01979401] probability
[0.57507684 0.42492316]
After improvements [0.9414093 0.0585907] probability
[0.41738989 0.58261011]
After improvements [0.88638158 0.11361842] probability
[0.50959614 0.49040386]
After improvements [0.91032248 0.08967752] probability
[0.68431719 0.31568281]
After improvements [0.94156546 0.05843454] probability
[0.15008101 0.84991899]
After improvements [0.88389817 0.11610183] probability
[0.12700505 0.87299495]
After improvements [0.85188547 0.14811453] probability
[0.47608831 0.52391169]
After improvements [0.92121763 0.07878237] probability
[0.51987151 0.48012849]
After improvements [0.91787541 0.08212459] probability
[0.37268372 0.62731628]
After improvements [0.8622753 0.1377247] probability
[0.39805926 0.60194074]
After improvements [0.8745147 0.1254853] probability
[0.26484886 0.73515114]
After improvements [0.88465142 0.11534858] probability
[0.09721166 0.90278834]
After improvements [0.81524882 0.18475118] probability
[0.67073759 0.32926241]
After improvements [0.93909448 0.06090552] probability
[0.51652617 0.48347383]
After improvements [0.93016851 0.06983149] probability
[0.74565792 0.25434208]
After improvements [0.95042007 0.04957993] probability
[0.23433597 0.76566403]
After improvements [0.86476128 0.13523872] probability
[0.69403225 0.30596775]
After improvements [0.95209142 0.04790858] probability
[0.44625328 0.55374672]
After improvements [0.84816198 0.15183802] probability
[0.27734973 0.72265027]
After improvements [0.91367757 0.08632243] probability
[0.1917663 0.8082337]
After improvements [0.83393033 0.16606967] probability
[0.57404358 0.42595642]
After improvements [0.94365231 0.05634769] probability
[0.380388 0.619612]
After improvements [0.88866844 0.11133156] probability
[0.73983574 0.26016426]
After improvements [0.96276798 0.03723202] probability
[0.84630116 0.15369884]
After improvements [0.97563211 0.02436789] probability
[0.80863829 0.19136171]
After improvements [0.96023442 0.03976558] probability
[0.17658776 0.82341224]
After improvements [0.86852887 0.13147113] probability
[0.21169184 0.78830816]
After improvements [0.83878259 0.16121741] probability
[0.23540651 0.76459349]
After improvements [0.89506351 0.10493649] probability
[0.1875955 0.8124045]
After improvements [0.82912582 0.17087418] probability
[0.16952907 0.83047093]
After improvements [0.84110981 0.15889019] probability
[0.58940432 0.41059568]
After improvements [0.91245207 0.08754793] probability
[0.71482584 0.28517416]
After improvements [0.94013178 0.05986822] probability
[0.25031095 0.74968905]
After improvements [0.87262594 0.12737406] probability
[0.33581969 0.66418031]
After improvements [0.9059016 0.0940984] probability
[0.44115052 0.55884948]
After improvements [0.88672054 0.11327946] probability
[0.42340626 0.57659374]
After improvements [0.91437719 0.08562281] probability
[0.32421064 0.67578936]
After improvements [0.84640908 0.15359092] probability
[0.37072214 0.62927786]
After improvements [0.85621508 0.14378492] probability
[0.35079634 0.64920366]
After improvements [0.91958899 0.08041101] probability
[0.30250553 0.69749447]
After improvements [0.9201779 0.0798221] probability
[0.50170159 0.49829841]
After improvements [0.93228974 0.06771026] probability
[0.33369056 0.66630944]
After improvements [0.90881727 0.09118273] probability
[0.30999383 0.69000617]
After improvements [0.8502194 0.1497806] probability
[0.25107996 0.74892004]
After improvements [0.85148906 0.14851094] probability
[0.39749293 0.60250707]
After improvements [0.90171613 0.09828387] probability
[0.36755644 0.63244356]
After improvements [0.91165239 0.08834761] probability
[0.1555245 0.8444755]
After improvements [0.80780891 0.19219109] probability
[0.13833883 0.86166117]
After improvements [0.85024879 0.14975121] probability
[0.32089383 0.67910617]
After improvements [0.83824903 0.16175097] probability
[0.76204439 0.23795561]
After improvements [0.94382742 0.05617258] probability
[0.85719864 0.14280136]
After improvements [0.95326386 0.04673614] probability
[0.58156266 0.41843734]
After improvements [0.94066338 0.05933662] probability
[0.36468316 0.63531684]
After improvements [0.92205507 0.07794493] probability
[0.41453192 0.58546808]
After improvements [0.87537161 0.12462839] probability
[0.35479161 0.64520839]
After improvements [0.9097857 0.0902143] probability
[0.54337671 0.45662329]
After improvements [0.92354222 0.07645778] probability
[0.49042154 0.50957846]
After improvements [0.91522937 0.08477063] probability
[0.47754679 0.52245321]
After improvements [0.93756647 0.06243353] probability
[0.36394727 0.63605273]
After improvements [0.86504924 0.13495076] probability
[0.65363093 0.34636907]
After improvements [0.95847862 0.04152138] probability
[0.54401686 0.45598314]
After improvements [0.92372422 0.07627578] probability
[0.41136838 0.58863162]
After improvements [0.87518779 0.12481221] probability
[0.49518428 0.50481572]
After improvements [0.90675111 0.09324889] probability
[0.48660363 0.51339637]
After improvements [0.92837564 0.07162436] probability
[0.73404065 0.26595935]
After improvements [0.94920329 0.05079671] probability
[0.58323794 0.41676206]
After improvements [0.93034877 0.06965123] probability
[0.41976739 0.58023261]
After improvements [0.92429779 0.07570221] probability
[0.13587518 0.86412482]
After improvements [0.84660456 0.15339544] probability
[0.38837515 0.61162485]
After improvements [0.89281553 0.10718447] probability
[0.73491 0.26509]
After improvements [0.9529732 0.0470268] probability
[0.72095068 0.27904932]
After improvements [0.94983074 0.05016926] probability
[0.42823994 0.57176006]
After improvements [0.93419551 0.06580449] probability
[0.39143088 0.60856912]
After improvements [0.88772135 0.11227865] probability
[0.19755318 0.80244682]
After improvements [0.84259245 0.15740755] probability
[0.08433534 0.91566466]
After improvements [0.82498086 0.17501914] probability
[0.32130664 0.67869336]
After improvements [0.86234846 0.13765154] probability
[0.75354634 0.24645366]
After improvements [0.94377231 0.05622769] probability
[0.37838701 0.62161299]
After improvements [0.91868274 0.08131726] probability
[0.17516792 0.82483208]
After improvements [0.80826219 0.19173781] probability
[0.17616221 0.82383779]
After improvements [0.85501218 0.14498782] probability
[0.09630526 0.90369474]
After improvements [0.8560389 0.1439611] probability
[0.17501436 0.82498564]
After improvements [0.84005229 0.15994771] probability
[0.24817156 0.75182844]
After improvements [0.87264381 0.12735619] probability
[0.60663346 0.39336654]
After improvements [0.93281067 0.06718933] probability
[0.09382939 0.90617061]
After improvements [0.81126428 0.18873572] probability
[0.42973424 0.57026576]
After improvements [0.91504983 0.08495017] probability
[0.27804244 0.72195756]
After improvements [0.87417995 0.12582005] probability
[0.29376109 0.70623891]
After improvements [0.85725094 0.14274906] probability
[0.19148857 0.80851143]
After improvements [0.86716346 0.13283654] probability
[0.19123698 0.80876302]
After improvements [0.81413128 0.18586872] probability
[0.61229901 0.38770099]
After improvements [0.93489997 0.06510003] probability
[0.31032968 0.68967032]
After improvements [0.89609216 0.10390784] probability
[0.61897884 0.38102116]
After improvements [0.94246248 0.05753752] probability
[0.60769759 0.39230241]
After improvements [0.95158111 0.04841889] probability
[0.65062562 0.34937438]
After improvements [0.95340082 0.04659918] probability
[0.32417471 0.67582529]
After improvements [0.91277574 0.08722426] probability
[0.3798034 0.6201966]
After improvements [0.87268347 0.12731653] probability
[0.34854949 0.65145051]
After improvements [0.84219281 0.15780719] probability
[0.51881174 0.48118826]
After improvements [0.95262421 0.04737579] probability
[0.1816076 0.8183924]
After improvements [0.81404358 0.18595642] probability
[0.21473047 0.78526953]
After improvements [0.82980468 0.17019532] probability
[0.60716831 0.39283169]
After improvements [0.95020829 0.04979171] probability
[0.86314681 0.13685319]
After improvements [0.97439693 0.02560307] probability
[0.305958 0.694042]
After improvements [0.89171765 0.10828235] probability
[0.23220317 0.76779683]
After improvements [0.84218119 0.15781881] probability
[0.5276557 0.4723443]
After improvements [0.93969892 0.06030108] probability
[0.51437607 0.48562393]
After improvements [0.88492979 0.11507021] probability
[0.26219485 0.73780515]
After improvements [0.82551041 0.17448959] probability
[0.13454637 0.86545363]
After improvements [0.86595125 0.13404875] probability
[0.44130582 0.55869418]
After improvements [0.8988375 0.1011625] probability
[0.30999554 0.69000446]
After improvements [0.81504842 0.18495158] probability
[0.04552814 0.95447186]
After improvements [0.86205372 0.13794628] probability
[0.2169996 0.7830004]
After improvements [0.83924194 0.16075806] probability
[0.42004695 0.57995305]
After improvements [0.86584336 0.13415664] probability
[0.32537761 0.67462239]
After improvements [0.84961943 0.15038057] probability
[0.37983732 0.62016268]
After improvements [0.88858493 0.11141507] probability
[0.34223108 0.65776892]
After improvements [0.90985494 0.09014506] probability
[0.43564866 0.56435134]
After improvements [0.89329789 0.10670211] probability
[0.38694274 0.61305726]
After improvements [0.88454159 0.11545841] probability
[0.05379674 0.94620326]
After improvements [0.80029663 0.19970337] probability
[0.25035124 0.74964876]
After improvements [0.85768409 0.14231591] probability
[0.196311 0.803689]
After improvements [0.82413412 0.17586588] probability
[0.42869702 0.57130298]
After improvements [0.8273186 0.1726814] probability
[0.42146414 0.57853586]
After improvements [0.92944426 0.07055574] probability
[0.22470113 0.77529887]
After improvements [0.81391303 0.18608697] probability
[0.3929128 0.6070872]
After improvements [0.91994566 0.08005434] probability
[0.26371954 0.73628046]
After improvements [0.8604811 0.1395189] probability
[0.1918762 0.8081238]
After improvements [0.8628388 0.1371612] probability
[0.29393748 0.70606252]
After improvements [0.86054764 0.13945236] probability
[0.39491004 0.60508996]
After improvements [0.89018932 0.10981068] probability
[0.43287301 0.56712699]
After improvements [0.90605004 0.09394996] probability
[0.51157892 0.48842108]
After improvements [0.91670524 0.08329476] probability
[0.66656136 0.33343864]
After improvements [0.95189493 0.04810507] probability
[0.24553484 0.75446516]
After improvements [0.87760993 0.12239007] probability
[0.37877624 0.62122376]
After improvements [0.88603853 0.11396147] probability
[0.37908528 0.62091472]
After improvements [0.91901244 0.08098756] probability
[0.59206237 0.40793763]
After improvements [0.95154099 0.04845901] probability
[0.3756368 0.6243632]
After improvements [0.91780074 0.08219926] probability
[0.68510707 0.31489293]
After improvements [0.96375124 0.03624876] probability
[0.61128421 0.38871579]
After improvements [0.92249809 0.07750191] probability
[0.18594044 0.81405956]
After improvements [0.8678943 0.1321057] probability
[0.54811268 0.45188732]
After improvements [0.9560074 0.0439926] probability
[0.92248782 0.07751218]
After improvements [0.98177777 0.01822223] probability
[0.57670395 0.42329605]
After improvements [0.90895621 0.09104379] probability
[0.30279741 0.69720259]
After improvements [0.86325589 0.13674411] probability
[0.36968975 0.63031025]
After improvements [0.92526572 0.07473428] probability
[0.61841595 0.38158405]
After improvements [0.91355979 0.08644021] probability
[0.45396438 0.54603562]
After improvements [0.92553939 0.07446061] probability
[0.58824602 0.41175398]
After improvements [0.91039135 0.08960865] probability
[0.14725722 0.85274278]
After improvements [0.82411505 0.17588495] probability
[0.45033191 0.54966809]
After improvements [0.89620104 0.10379896] probability
[0.48988369 0.51011631]
After improvements [0.90218422 0.09781578] probability
[0.16365691 0.83634309]
After improvements [0.88197276 0.11802724] probability
[0.12936799 0.87063201]
After improvements [0.81568697 0.18431303] probability
[0.64488117 0.35511883]
After improvements [0.93451385 0.06548615] probability
[0.5617732 0.4382268]
After improvements [0.96002837 0.03997163] probability
[0.21625625 0.78374375]
After improvements [0.84409001 0.15590999] probability
[0.16525959 0.83474041]
After improvements [0.86909653 0.13090347] probability
[0.2237797 0.7762203]
After improvements [0.85124738 0.14875262] probability
[0.20564491 0.79435509]
After improvements [0.84215064 0.15784936] probability
[0.502291 0.497709]
After improvements [0.87326554 0.12673446] probability
[0.29586389 0.70413611]
After improvements [0.83627948 0.16372052] probability
[0.23943254 0.76056746]
After improvements [0.86313163 0.13686837] probability
[0.30995233 0.69004767]
After improvements [0.84888488 0.15111512] probability
[0.54995235 0.45004765]
After improvements [0.89858188 0.10141812] probability
[0.17219555 0.82780445]
After improvements [0.85562228 0.14437772] probability
[0.35903707 0.64096293]
After improvements [0.87619979 0.12380021] probability
[0.50830915 0.49169085]
After improvements [0.92154278 0.07845722] probability
[0.53962925 0.46037075]
After improvements [0.89641942 0.10358058] probability
[0.14713685 0.85286315]
After improvements [0.85858959 0.14141041] probability
[0.18700013 0.81299987]
After improvements [0.80656583 0.19343417] probability
[0.36373769 0.63626231]
After improvements [0.88234204 0.11765796] probability
[0.2022386 0.7977614]
After improvements [0.82975398 0.17024602] probability
[0.45043346 0.54956654]
After improvements [0.92640824 0.07359176] probability
[0.45914962 0.54085038]
After improvements [0.89946299 0.10053701] probability
[0.28282658 0.71717342]
After improvements [0.87503279 0.12496721] probability
[0.46553089 0.53446911]
After improvements [0.8946654 0.1053346] probability
[0.55073987 0.44926013]
After improvements [0.868444 0.131556] probability
[0.57894529 0.42105471]
After improvements [0.94885219 0.05114781] probability
[0.60698258 0.39301742]
After improvements [0.9479078 0.0520922] probability
[0.41589146 0.58410854]
After improvements [0.91189129 0.08810871] probability
[0.47305265 0.52694735]
After improvements [0.89495928 0.10504072] probability
[0.22163651 0.77836349]
After improvements [0.84083651 0.15916349] probability
[0.11245993 0.88754007]
After improvements [0.86724117 0.13275883] probability
[0.68579956 0.31420044]
After improvements [0.91437576 0.08562424] probability
[0.35495035 0.64504965]
After improvements [0.85861082 0.14138918] probability
[0.266176 0.733824]
After improvements [0.88892709 0.11107291] probability
[0.24990407 0.75009593]
After improvements [0.87042935 0.12957065] probability
[0.56377899 0.43622101]
After improvements [0.89557461 0.10442539] probability
[0.67165423 0.32834577]
After improvements [0.96031895 0.03968105] probability
[0.7748178 0.2251822]
After improvements [0.95764516 0.04235484] probability
[0.4387182 0.5612818]
After improvements [0.89777931 0.10222069] probability
[0.34766539 0.65233461]
After improvements [0.90871149 0.09128851] probability
[0.45611361 0.54388639]
After improvements [0.93338094 0.06661906] probability
[0.24994282 0.75005718]
After improvements [0.85705515 0.14294485] probability
[0.54056856 0.45943144]
After improvements [0.91684766 0.08315234] probability
[0.76692326 0.23307674]
After improvements [0.96139814 0.03860186] probability
[0.37231229 0.62768771]
After improvements [0.88092503 0.11907497] probability
[0.28164343 0.71835657]
After improvements [0.82761383 0.17238617] probability
[0.31683972 0.68316028]
After improvements [0.91087973 0.08912027] probability
[0.46686619 0.53313381]
After improvements [0.88841444 0.11158556] probability
[0.16687911 0.83312089]
After improvements [0.8613521 0.1386479] probability
[0.58606643 0.41393357]
After improvements [0.93066048 0.06933952] probability
[0.56739394 0.43260606]
After improvements [0.94141031 0.05858969] probability
[0.59559693 0.40440307]
After improvements [0.9529732 0.0470268] probability
[0.13933875 0.86066125]
After improvements [0.82509042 0.17490958] probability
[0.34009386 0.65990614]
After improvements [0.91169145 0.08830855] probability
[0.22742461 0.77257539]
After improvements [0.898003 0.101997] probability
[0.66705633 0.33294367]
After improvements [0.95485418 0.04514582] probability
[0.66146446 0.33853554]
After improvements [0.95716126 0.04283874] probability
[0.3213526 0.6786474]
After improvements [0.85883786 0.14116214] probability
[0.47062049 0.52937951]
After improvements [0.86778961 0.13221039] probability
[0.11593653 0.88406347]
After improvements [0.82360551 0.17639449] probability
[0.38514748 0.61485252]
After improvements [0.8262011 0.1737989] probability
[0.20844039 0.79155961]
After improvements [0.84500854 0.15499146] probability
[0.46290164 0.53709836]
After improvements [0.93348941 0.06651059] probability
[0.42875628 0.57124372]
After improvements [0.88858312 0.11141688] probability
[0.78067336 0.21932664]
After improvements [0.96137762 0.03862238] probability
[0.19443424 0.80556576]
After improvements [0.8273186 0.1726814] probability
[0.51062286 0.48937714]
After improvements [0.91646022 0.08353978] probability
[0.10587889 0.89412111]
After improvements [0.87294947 0.12705053] probability
[0.51331752 0.48668248]
After improvements [0.94754729 0.05245271] probability
[0.12926367 0.87073633]
After improvements [0.83887045 0.16112955] probability
[0.45674499 0.54325501]
After improvements [0.91813591 0.08186409] probability
[0.20302859 0.79697141]
After improvements [0.82024813 0.17975187] probability
[0.41088208 0.58911792]
After improvements [0.87133304 0.12866696] probability
[0.3373317 0.6626683]
After improvements [0.85307926 0.14692074] probability
[0.34918868 0.65081132]
After improvements [0.90320412 0.09679588] probability
[0.31715514 0.68284486]
After improvements [0.89650216 0.10349784] probability
[0.49233532 0.50766468]
After improvements [0.8678303 0.1321697] probability
[0.60722778 0.39277222]
After improvements [0.91662711 0.08337289] probability
[0.21039319 0.78960681]
After improvements [0.83534767 0.16465233] probability
[0.83922533 0.16077467]
After improvements [0.96533792 0.03466208] probability
[0.38841483 0.61158517]
After improvements [0.92829779 0.07170221] probability
[0.63948975 0.36051025]
After improvements [0.9560074 0.0439926] probability
[0.26167832 0.73832168]
After improvements [0.85941928 0.14058072] probability
[0.47263873 0.52736127]
After improvements [0.89555874 0.10444126] probability
[0.39540141 0.60459859]
After improvements [0.84312237 0.15687763] probability
[0.44458135 0.55541865]
After improvements [0.91718117 0.08281883] probability
[0.41557795 0.58442205]
After improvements [0.87734464 0.12265536] probability
[0.79419712 0.20580288]
After improvements [0.97620174 0.02379826] probability
[0.42482882 0.57517118]
After improvements [0.93505684 0.06494316] probability
[0.16384848 0.83615152]
After improvements [0.88046642 0.11953358] probability
[0.32033507 0.67966493]
After improvements [0.87080579 0.12919421] probability
[0.31614513 0.68385487]
After improvements [0.92526229 0.07473771] probability
[0.33688757 0.66311243]
After improvements [0.91752088 0.08247912] probability
[0.46749068 0.53250932]
After improvements [0.94355287 0.05644713] probability
[0.22692329 0.77307671]
After improvements [0.85146915 0.14853085] probability
[0.15068301 0.84931699]
After improvements [0.84457521 0.15542479] probability
[0.27716688 0.72283312]
After improvements [0.88024529 0.11975471] probability
[0.44004465 0.55995535]
After improvements [0.89644253 0.10355747] probability
[0.47695889 0.52304111]
After improvements [0.87149124 0.12850876] probability
[0.21666205 0.78333795]
After improvements [0.89550879 0.10449121] probability
[0.61779978 0.38220022]
After improvements [0.89559057 0.10440943] probability
[0.74159176 0.25840824]
After improvements [0.95295452 0.04704548] probability
[0.55415214 0.44584786]
After improvements [0.95671289 0.04328711] probability
[0.48981704 0.51018296]
After improvements [0.93710636 0.06289364] probability
[0.78707063 0.21292937]
After improvements [0.96439643 0.03560357] probability
[0.45915545 0.54084455]
After improvements [0.88932999 0.11067001] probability
[0.25128105 0.74871895]
After improvements [0.86494533 0.13505467] probability
[0.65620701 0.34379299]
After improvements [0.93656963 0.06343037] probability
[0.49191939 0.50808061]
After improvements [0.86376262 0.13623738] probability
[0.30476991 0.69523009]
After improvements [0.8977669 0.1022331] probability
[0.8579114 0.1420886]
After improvements [0.97371814 0.02628186] probability
[0.28283788 0.71716212]
After improvements [0.83431712 0.16568288] probability
[0.14833379 0.85166621]
After improvements [0.86662982 0.13337018] probability
[0.4993151 0.5006849]
After improvements [0.898517 0.101483] probability
[0.62401271 0.37598729]
After improvements [0.95454794 0.04545206] probability
[0.41881219 0.58118781]
After improvements [0.9244062 0.0755938] probability
[0.43983817 0.56016183]
After improvements [0.84748895 0.15251105] probability
[0.13758227 0.86241773]
After improvements [0.82304827 0.17695173] probability
[0.51396496 0.48603504]
After improvements [0.938151 0.061849] probability
[0.20061807 0.79938193]
After improvements [0.81603662 0.18396338] probability
[0.33527855 0.66472145]
After improvements [0.89946299 0.10053701] probability
[0.32163899 0.67836101]
After improvements [0.89396877 0.10603123] probability
[0.57306158 0.42693842]
After improvements [0.91039135 0.08960865] probability
[0.46415289 0.53584711]
After improvements [0.91162202 0.08837798] probability
[0.37269401 0.62730599]
After improvements [0.89040872 0.10959128] probability
[0.25083339 0.74916661]
After improvements [0.86618596 0.13381404] probability
[0.43864585 0.56135415]
After improvements [0.89722506 0.10277494] probability
[0.32338689 0.67661311]
After improvements [0.82415121 0.17584879] probability
[0.50463714 0.49536286]
After improvements [0.93302725 0.06697275] probability
[0.18130386 0.81869614]
After improvements [0.83513247 0.16486753] probability
[0.5125276 0.4874724]
After improvements [0.95408914 0.04591086] probability
[0.30386335 0.69613665]
After improvements [0.86739787 0.13260213] probability
[0.18490932 0.81509068]
After improvements [0.87035295 0.12964705] probability
[0.38150907 0.61849093]
After improvements [0.91761001 0.08238999] probability
[0.60923677 0.39076323]
After improvements [0.9643249 0.0356751] probability
[0.35374127 0.64625873]
After improvements [0.85116964 0.14883036] probability
[0.44412474 0.55587526]
After improvements [0.93831995 0.06168005] probability
[0.54967111 0.45032889]
After improvements [0.89130612 0.10869388] probability
[0.09728581 0.90271419]
After improvements [0.86809791 0.13190209] probability
[0.36091308 0.63908692]
After improvements [0.90953381 0.09046619] probability
[0.42645979 0.57354021]
After improvements [0.88241612 0.11758388] probability
[0.42388689 0.57611311]
After improvements [0.91837545 0.08162455] probability
[0.46783815 0.53216185]
After improvements [0.92657879 0.07342121] probability
[0.66178128 0.33821872]
After improvements [0.92191627 0.07808373] probability
[0.19737835 0.80262165]
After improvements [0.8531294 0.1468706] probability
[0.16769762 0.83230238]
After improvements [0.84748382 0.15251618] probability
[0.87110985 0.12889015]
After improvements [0.9732581 0.0267419] probability
[0.24413943 0.75586057]
After improvements [0.86183077 0.13816923] probability
[0.3460461 0.6539539]
After improvements [0.91307145 0.08692855] probability
[0.19913412 0.80086588]
After improvements [0.8755136 0.1244864] probability
[0.5676881 0.4323119]
After improvements [0.91542426 0.08457574] probability
[0.32478428 0.67521572]
After improvements [0.89336407 0.10663593] probability
[0.48053036 0.51946964]
After improvements [0.91210612 0.08789388] probability
[0.21515687 0.78484313]
After improvements [0.82290345 0.17709655] probability
[0.32445037 0.67554963]
After improvements [0.85077074 0.14922926] probability
[0.6069647 0.3930353]
After improvements [0.94972536 0.05027464] probability
[0.21340627 0.78659373]
After improvements [0.84098323 0.15901677] probability
[0.27113662 0.72886338]
After improvements [0.87532468 0.12467532] probability
[0.27490434 0.72509566]
After improvements [0.87357959 0.12642041] probability
[0.26272359 0.73727641]
After improvements [0.87060641 0.12939359] probability
[0.39783627 0.60216373]
After improvements [0.88901219 0.11098781] probability
[0.3712198 0.6287802]
After improvements [0.89908747 0.10091253] probability
[0.32829267 0.67170733]
After improvements [0.90242412 0.09757588] probability
[0.49503005 0.50496995]
After improvements [0.92529673 0.07470327] probability
[0.31836736 0.68163264]
After improvements [0.90813153 0.09186847] probability
[0.55056483 0.44943517]
After improvements [0.96276798 0.03723202] probability
[0.4097449 0.5902551]
After improvements [0.90124769 0.09875231] probability
[0.83553296 0.16446704]
After improvements [0.95586531 0.04413469] probability
[0.57201982 0.42798018]
After improvements [0.93095376 0.06904624] probability
[0.28770491 0.71229509]
After improvements [0.898453 0.101547] probability
[0.42083171 0.57916829]
After improvements [0.89612082 0.10387918] probability
[0.66212513 0.33787487]
After improvements [0.91210612 0.08789388] probability
[0.62107523 0.37892477]
After improvements [0.95856056 0.04143944] probability
[0.5214386 0.4785614]
After improvements [0.93237588 0.06762412] probability
[0.23104646 0.76895354]
After improvements [0.83998877 0.16001123] probability
[0.51561298 0.48438702]
After improvements [0.92390589 0.07609411] probability
[0.29997409 0.70002591]
After improvements [0.88021134 0.11978866] probability
[0.32122202 0.67877798]
After improvements [0.89453666 0.10546334] probability
[0.11048838 0.88951162]
After improvements [0.80586139 0.19413861] probability
[0.11857777 0.88142223]
After improvements [0.84402014 0.15597986] probability
[0.5006835 0.4993165]
After improvements [0.88021134 0.11978866] probability
[0.32069907 0.67930093]
After improvements [0.83836341 0.16163659] probability
[0.27209537 0.72790463]
After improvements [0.86427052 0.13572948] probability
[0.73030861 0.26969139]
After improvements [0.90525982 0.09474018] probability
[0.6222549 0.3777451]
After improvements [0.94281344 0.05718656] probability
[0.29311215 0.70688785]
After improvements [0.88057329 0.11942671] probability
[0.44018097 0.55981903]
After improvements [0.93515038 0.06484962] probability
[0.62762045 0.37237955]
After improvements [0.94670074 0.05329926] probability
[0.36543623 0.63456377]
After improvements [0.90870997 0.09129003] probability
[0.27682982 0.72317018]
After improvements [0.88541235 0.11458765] probability
[0.22302904 0.77697096]
After improvements [0.84255217 0.15744783] probability
[0.23453764 0.76546236]
After improvements [0.82796727 0.17203273] probability
[0.28033482 0.71966518]
After improvements [0.87654001 0.12345999] probability
[0.51084302 0.48915698]
After improvements [0.89393415 0.10606585] probability
[0.57462005 0.42537995]
After improvements [0.91116207 0.08883793] probability
[0.54929204 0.45070796]
After improvements [0.92542173 0.07457827] probability
[0.21932642 0.78067358]
After improvements [0.81819199 0.18180801] probability
[0.20278449 0.79721551]
After improvements [0.81087983 0.18912017] probability
[0.27387303 0.72612697]
After improvements [0.8640501 0.1359499] probability
[0.20721513 0.79278487]
After improvements [0.82364892 0.17635108] probability
[0.22319782 0.77680218]
After improvements [0.84794214 0.15205786] probability
[0.26590244 0.73409756]
After improvements [0.87887592 0.12112408] probability
[0.4269361 0.5730639]
After improvements [0.91901244 0.08098756] probability
[0.4223021 0.5776979]
After improvements [0.88510712 0.11489288] probability
[0.29457566 0.70542434]
After improvements [0.89681166 0.10318834] probability
[0.41133593 0.58866407]
After improvements [0.89828846 0.10171154] probability
[0.22449493 0.77550507]
After improvements [0.85644058 0.14355942] probability
[0.23517268 0.76482732]
After improvements [0.86316522 0.13683478] probability
[0.38697346 0.61302654]
After improvements [0.9243714 0.0756286] probability
[0.21361413 0.78638587]
After improvements [0.85349834 0.14650166] probability
[0.38384188 0.61615812]
After improvements [0.88399601 0.11600399] probability
[0.46874734 0.53125266]
After improvements [0.87579112 0.12420888] probability
[0.37774161 0.62225839]
After improvements [0.90649608 0.09350392] probability
[0.52778882 0.47221118]
After improvements [0.94072005 0.05927995] probability
[0.45080773 0.54919227]
After improvements [0.9165262 0.0834738] probability
[0.31369695 0.68630305]
After improvements [0.89056974 0.10943026] probability
[0.54490068 0.45509932]
After improvements [0.93174342 0.06825658] probability
[0.54417985 0.45582015]
After improvements [0.90059712 0.09940288] probability
[0.16156329 0.83843671]
After improvements [0.86452449 0.13547551] probability
[0.37410224 0.62589776]
After improvements [0.90445069 0.09554931] probability
[0.66152298 0.33847702]
After improvements [0.93559803 0.06440197] probability
[0.65350471 0.34649529]
After improvements [0.91646022 0.08353978] probability
[0.2576075 0.7423925]
After improvements [0.86857901 0.13142099] probability
[0.60843634 0.39156366]
After improvements [0.93415651 0.06584349] probability
[0.29372099 0.70627901]
After improvements [0.88408376 0.11591624] probability
[0.67200633 0.32799367]
After improvements [0.92772176 0.07227824] probability
[0.4486334 0.5513666]
After improvements [0.94031519 0.05968481] probability
[0.50140556 0.49859444]
After improvements [0.92227822 0.07772178] probability
[0.09734389 0.90265611]
After improvements [0.85383642 0.14616358] probability
[0.27090388 0.72909612]
After improvements [0.89486271 0.10513729] probability
[0.39516552 0.60483448]
After improvements [0.9141077 0.0858923] probability
[0.14826884 0.85173116]
After improvements [0.86722446 0.13277554] probability
[0.23194391 0.76805609]
After improvements [0.90619048 0.09380952] probability
[0.16919324 0.83080676]
After improvements [0.86034591 0.13965409] probability
[0.16624747 0.83375253]
After improvements [0.86851331 0.13148669] probability
[0.35410418 0.64589582]
After improvements [0.9079547 0.0920453] probability
[0.25185293 0.74814707]
After improvements [0.85150894 0.14849106] probability
[0.14123326 0.85876674]
After improvements [0.87178338 0.12821662] probability
[0.37361932 0.62638068]
After improvements [0.89138784 0.10861216] probability
[0.26438011 0.73561989]
After improvements [0.86148791 0.13851209] probability
[0.42055097 0.57944903]
After improvements [0.91242414 0.08757586] probability
[0.47372465 0.52627535]
After improvements [0.86942804 0.13057196] probability
[0.60517476 0.39482524]
After improvements [0.94715979 0.05284021] probability
[0.56015658 0.43984342]
After improvements [0.94476195 0.05523805] probability
[0.57184768 0.42815232]
After improvements [0.94285875 0.05714125] probability
[0.6121181 0.3878819]
After improvements [0.93810532 0.06189468] probability
[0.69198483 0.30801517]
After improvements [0.96276798 0.03723202] probability
[0.51249659 0.48750341]
After improvements [0.91901381 0.08098619] probability
[0.27739736 0.72260264]
After improvements [0.81232534 0.18767466] probability
[0.75949526 0.24050474]
After improvements [0.95264691 0.04735309] probability
[0.4795708 0.5204292]
After improvements [0.89338567 0.10661433] probability
[0.58417606 0.41582394]
After improvements [0.95380861 0.04619139] probability
[0.39977141 0.60022859]
After improvements [0.83582797 0.16417203] probability
[0.30592728 0.69407272]
After improvements [0.88991123 0.11008877] probability
[0.73379023 0.26620977]
After improvements [0.94217995 0.05782005] probability
[0.18868478 0.81131522]
After improvements [0.8612101 0.1387899] probability
[0.15941688 0.84058312]
After improvements [0.86016208 0.13983792] probability
[0.60117236 0.39882764]
After improvements [0.93768799 0.06231201] probability
[0.66559973 0.33440027]
After improvements [0.94440026 0.05559974] probability
[0.75101214 0.24898786]
After improvements [0.95708699 0.04291301] probability
[0.6691881 0.3308119]
After improvements [0.92544298 0.07455702] probability
[0.45767034 0.54232966]
After improvements [0.94141161 0.05858839] probability
[0.14902345 0.85097655]
After improvements [0.85628263 0.14371737] probability
[0.23958202 0.76041798]
After improvements [0.86654213 0.13345787] probability
[0.47501708 0.52498292]
After improvements [0.91711953 0.08288047] probability
[0.31877792 0.68122208]
After improvements [0.90449408 0.09550592] probability
[0.51038291 0.48961709]
After improvements [0.94737466 0.05262534] probability
[0.33068461 0.66931539]
After improvements [0.91884316 0.08115684] probability
[0.39174626 0.60825374]
After improvements [0.87059584 0.12940416] probability
[0.2006566 0.7993434]
After improvements [0.82794293 0.17205707] probability
[0.35742678 0.64257322]
After improvements [0.85185683 0.14814317] probability
[0.17676857 0.82323143]
After improvements [0.86077023 0.13922977] probability
[0.20386722 0.79613278]
After improvements [0.88430717 0.11569283] probability
[0.28002987 0.71997013]
After improvements [0.88974398 0.11025602] probability
[0.158432 0.841568]
After improvements [0.83937906 0.16062094] probability
[0.08918268 0.91081732]
After improvements [0.85913554 0.14086446] probability
[0.24625666 0.75374334]
After improvements [0.86300355 0.13699645] probability
[0.57077673 0.42922327]
After improvements [0.90798212 0.09201788] probability
[0.09259273 0.90740727]
After improvements [0.86298802 0.13701198] probability
[0.1281705 0.8718295]
After improvements [0.84366112 0.15633888] probability
[0.46733531 0.53266469]
After improvements [0.86688954 0.13311046] probability
[0.45012868 0.54987132]
After improvements [0.92944306 0.07055694] probability
[0.77516369 0.22483631]
After improvements [0.9763239 0.0236761] probability
[0.48533249 0.51466751]
After improvements [0.89556046 0.10443954] probability
[0.17419504 0.82580496]
After improvements [0.87117637 0.12882363] probability
[0.19138243 0.80861757]
After improvements [0.8216097 0.1783903] probability
[0.53449563 0.46550437]
After improvements [0.95466435 0.04533565] probability
[0.13041752 0.86958248]
After improvements [0.85889603 0.14110397] probability
[0.27085995 0.72914005]
After improvements [0.8081744 0.1918256] probability
[0.49735288 0.50264712]
After improvements [0.94992183 0.05007817] probability
[0.60537776 0.39462224]
After improvements [0.91975707 0.08024293] probability
[0.39134617 0.60865383]
After improvements [0.88926151 0.11073849] probability
[0.28611029 0.71388971]
After improvements [0.82865764 0.17134236] probability
[0.30112744 0.69887256]
After improvements [0.89473629 0.10526371] probability
[0.48425075 0.51574925]
After improvements [0.94341039 0.05658961] probability
[0.2669122 0.7330878]
After improvements [0.87942485 0.12057515] probability
[0.41924515 0.58075485]
After improvements [0.91060417 0.08939583] probability
[0.20546057 0.79453943]
After improvements [0.80039309 0.19960691] probability
[0.36580055 0.63419945]
After improvements [0.9079547 0.0920453] probability
[0.32675774 0.67324226]
After improvements [0.90776732 0.09223268] probability
[0.46883814 0.53116186]
After improvements [0.86502123 0.13497877] probability
[0.18991761 0.81008239]
After improvements [0.85847028 0.14152972] probability
[0.6124359 0.3875641]
After improvements [0.92613142 0.07386858] probability
[0.51407669 0.48592331]
After improvements [0.89486271 0.10513729] probability
[0.38858957 0.61141043]
After improvements [0.90107402 0.09892598] probability
[0.25979803 0.74020197]
After improvements [0.86739577 0.13260423] probability
[0.21008862 0.78991138]
After improvements [0.81594411 0.18405589] probability
[0.27997261 0.72002739]
After improvements [0.83234917 0.16765083] probability
[0.30493497 0.69506503]
After improvements [0.88780704 0.11219296] probability
[0.48324062 0.51675938]
After improvements [0.86135161 0.13864839] probability
[0.2933803 0.7066197]
After improvements [0.89782548 0.10217452] probability
[0.44997385 0.55002615]
After improvements [0.86133284 0.13866716] probability
[0.55190557 0.44809443]
After improvements [0.90335476 0.09664524] probability
[0.48610968 0.51389032]
After improvements [0.92542173 0.07457827] probability
[0.56373481 0.43626519]
After improvements [0.91901381 0.08098619] probability
[0.72685461 0.27314539]
After improvements [0.94340941 0.05659059] probability
[0.3687083 0.6312917]
After improvements [0.82162164 0.17837836] probability
[0.68427407 0.31572593]
After improvements [0.93761692 0.06238308] probability
[0.24090441 0.75909559]
After improvements [0.84962102 0.15037898] probability
[0.30222547 0.69777453]
After improvements [0.89672242 0.10327758] probability
[0.11945138 0.88054862]
After improvements [0.83703312 0.16296688] probability
[0.31099466 0.68900534]
After improvements [0.89644423 0.10355577] probability
[0.31582315 0.68417685]
After improvements [0.8845713 0.1154287] probability
[0.1905126 0.8094874]
After improvements [0.81688001 0.18311999] probability
[0.25919112 0.74080888]
After improvements [0.84558023 0.15441977] probability
[0.22981244 0.77018756]
After improvements [0.84669962 0.15330038] probability
[0.45089097 0.54910903]
After improvements [0.88974039 0.11025961] probability
[0.22921274 0.77078726]
After improvements [0.84449902 0.15550098] probability
[0.25903002 0.74096998]
After improvements [0.89813293 0.10186707] probability
[0.55150705 0.44849295]
After improvements [0.94013178 0.05986822] probability
[0.36344576 0.63655424]
After improvements [0.85433488 0.14566512] probability
[0.37343581 0.62656419]
After improvements [0.91162202 0.08837798] probability
[0.52161196 0.47838804]
After improvements [0.91231423 0.08768577] probability
[0.56175702 0.43824298]
After improvements [0.92203475 0.07796525] probability
[0.49280432 0.50719568]
After improvements [0.88323178 0.11676822] probability
[0.35745478 0.64254522]
After improvements [0.86903734 0.13096266] probability
[0.36914383 0.63085617]
After improvements [0.85795464 0.14204536] probability
[0.60488837 0.39511163]
After improvements [0.94754729 0.05245271] probability
[0.33043269 0.66956731]
After improvements [0.84387503 0.15612497] probability
[0.55450112 0.44549888]
After improvements [0.89695269 0.10304731] probability
[0.36021252 0.63978748]
After improvements [0.89537921 0.10462079] probability
[0.28357845 0.71642155]
After improvements [0.86166418 0.13833582] probability
[0.75274867 0.24725133]
After improvements [0.94200658 0.05799342] probability
[0.2383832 0.7616168]
After improvements [0.85314741 0.14685259] probability
[0.39941615 0.60058385]
After improvements [0.90538582 0.09461418] probability
[0.45981986 0.54018014]
After improvements [0.93326693 0.06673307] probability
[0.13500956 0.86499044]
After improvements [0.84326326 0.15673674] probability
[0.22383667 0.77616333]
After improvements [0.82112638 0.17887362] probability
[0.41290777 0.58709223]
After improvements [0.88982494 0.11017506] probability
[0.33026351 0.66973649]
After improvements [0.84905053 0.15094947] probability
[0.32114754 0.67885246]
After improvements [0.90007568 0.09992432] probability
[0.08145205 0.91854795]
After improvements [0.83397436 0.16602564] probability
[0.22279105 0.77720895]
After improvements [0.84364531 0.15635469] probability
[0.19089462 0.80910538]
After improvements [0.82314287 0.17685713] probability
[0.11149729 0.88850271]
After improvements [0.88774566 0.11225434] probability
[0.33641783 0.66358217]
After improvements [0.84323325 0.15676675] probability
[0.52945712 0.47054288]
After improvements [0.8872452 0.1127548] probability
[0.59446363 0.40553637]
After improvements [0.92186898 0.07813102] probability
[0.36051281 0.63948719]
After improvements [0.88057136 0.11942864] probability
[0.55587718 0.44412282]
After improvements [0.92867898 0.07132102] probability
[0.72721377 0.27278623]
After improvements [0.94350595 0.05649405] probability
[0.28348658 0.71651342]
After improvements [0.81517223 0.18482777] probability
[0.3717319 0.6282681]
After improvements [0.81158566 0.18841434] probability
[0.46072947 0.53927053]
After improvements [0.91173343 0.08826657] probability
[0.31711881 0.68288119]
After improvements [0.89293124 0.10706876] probability
[0.61504324 0.38495676]
After improvements [0.94880159 0.05119841] probability
[0.41121263 0.58878737]
After improvements [0.90665058 0.09334942] probability
[0.40265667 0.59734333]
After improvements [0.86884167 0.13115833] probability
[0.60266873 0.39733127]
After improvements [0.94214937 0.05785063] probability
[0.43826612 0.56173388]
After improvements [0.93318837 0.06681163] probability
[0.30476686 0.69523314]
After improvements [0.88937411 0.11062589] probability
[0.37662906 0.62337094]
After improvements [0.86942596 0.13057404] probability
[0.18179165 0.81820835]
After improvements [0.86856367 0.13143633] probability
[0.1139966 0.8860034]
After improvements [0.87566146 0.12433854] probability
[0.44677172 0.55322828]
After improvements [0.87512904 0.12487096] probability
[0.60726682 0.39273318]
After improvements [0.919461 0.080539] probability
[0.33190008 0.66809992]
After improvements [0.90928757 0.09071243] probability
[0.10626527 0.89373473]
After improvements [0.80787162 0.19212838] probability
[0.49867389 0.50132611]
After improvements [0.92466731 0.07533269] probability
[0.31034563 0.68965437]
After improvements [0.86217506 0.13782494] probability
[0.59815131 0.40184869]
After improvements [0.9134548 0.0865452] probability
[0.63081093 0.36918907]
After improvements [0.93976162 0.06023838] probability
[0.38118897 0.61881103]
After improvements [0.92026307 0.07973693] probability
[0.46714124 0.53285876]
After improvements [0.9227076 0.0772924] probability
[0.26658863 0.73341137]
After improvements [0.86114215 0.13885785] probability
[0.26948081 0.73051919]
After improvements [0.90445123 0.09554877] probability
[0.56976839 0.43023161]
After improvements [0.94079716 0.05920284] probability
[0.20966299 0.79033701]
After improvements [0.8784517 0.1215483] probability
[0.07607204 0.92392796]
After improvements [0.83834978 0.16165022] probability
[0.14050852 0.85949148]
After improvements [0.85801337 0.14198663] probability
[0.46747147 0.53252853]
After improvements [0.94378288 0.05621712] probability
[0.20029853 0.79970147]
After improvements [0.81113848 0.18886152] probability
[0.32216346 0.67783654]
After improvements [0.82879667 0.17120333] probability
[0.37634253 0.62365747]
After improvements [0.86923216 0.13076784] probability
[0.31034989 0.68965011]
After improvements [0.8594264 0.1405736] probability
[0.54080841 0.45919159]
After improvements [0.91162349 0.08837651] probability
[0.21404015 0.78595985]
After improvements [0.84203359 0.15796641] probability
[0.65452899 0.34547101]
After improvements [0.93281182 0.06718818] probability
[0.15231505 0.84768495]
After improvements [0.82760211 0.17239789] probability
[0.60810378 0.39189622]
After improvements [0.92317566 0.07682434] probability
[0.37031918 0.62968082]
After improvements [0.90222118 0.09777882] probability
[0.33888856 0.66111144]
After improvements [0.90865233 0.09134767] probability
[0.16598403 0.83401597]
After improvements [0.88496725 0.11503275] probability
[0.5367146 0.4632854]
After improvements [0.8943829 0.1056171] probability
[0.43871692 0.56128308]
After improvements [0.93057033 0.06942967] probability
[0.38230989 0.61769011]
After improvements [0.91659354 0.08340646] probability
[0.03437925 0.96562075]
After improvements [0.83932228 0.16067772] probability
[0.07929686 0.92070314]
After improvements [0.83499621 0.16500379] probability
[0.19058054 0.80941946]
After improvements [0.87868564 0.12131436] probability
[0.8511235 0.1488765]
After improvements [0.97481528 0.02518472] probability
[0.1866853 0.8133147]
After improvements [0.87363234 0.12636766] probability
[0.6379839 0.3620161]
After improvements [0.92211488 0.07788512] probability
[0.30818048 0.69181952]
After improvements [0.89839827 0.10160173] probability
[0.17128398 0.82871602]
After improvements [0.86166855 0.13833145] probability
[0.56862695 0.43137305]
After improvements [0.9154502 0.0845498] probability
[0.55627154 0.44372846]
After improvements [0.94061626 0.05938374] probability
[0.1651944 0.8348056]
After improvements [0.80309384 0.19690616] probability
[0.49502393 0.50497607]
After improvements [0.93176623 0.06823377] probability
[0.39950081 0.60049919]
After improvements [0.87992739 0.12007261] probability
[0.15574839 0.84425161]
After improvements [0.85535936 0.14464064] probability
[0.48535307 0.51464693]
After improvements [0.90171776 0.09828224] probability
[0.17509138 0.82490862]
After improvements [0.86347393 0.13652607] probability
[0.21107586 0.78892414]
After improvements [0.84647857 0.15352143] probability
[0.61892902 0.38107098]
After improvements [0.93859839 0.06140161] probability
[0.26874725 0.73125275]
After improvements [0.80685095 0.19314905] probability
[0.31655817 0.68344183]
After improvements [0.91032099 0.08967901] probability
[0.12909053 0.87090947]
After improvements [0.81884215 0.18115785] probability
[0.06640731 0.93359269]
After improvements [0.88384368 0.11615632] probability
[0.19485662 0.80514338]
After improvements [0.81095677 0.18904323] probability
[0.37454195 0.62545805]
After improvements [0.90519323 0.09480677] probability
[0.17822453 0.82177547]
After improvements [0.85783068 0.14216932] probability
[0.14651896 0.85348104]
After improvements [0.82715525 0.17284475] probability
[0.49057956 0.50942044]
After improvements [0.94830804 0.05169196] probability
[0.60479455 0.39520545]
After improvements [0.91762169 0.08237831] probability
[0.36363453 0.63636547]
After improvements [0.86206194 0.13793806] probability
[0.20263019 0.79736981]
After improvements [0.81092983 0.18907017] probability
[0.40797686 0.59202314]
After improvements [0.93207244 0.06792756] probability
[0.26218979 0.73781021]
After improvements [0.88519361 0.11480639] probability
[0.42085307 0.57914693]
After improvements [0.89033352 0.10966648] probability
[0.40212942 0.59787058]
After improvements [0.87460469 0.12539531] probability
[0.3187595 0.6812405]
After improvements [0.89430328 0.10569672] probability
[0.48075931 0.51924069]
After improvements [0.90776477 0.09223523] probability
[0.47231802 0.52768198]
After improvements [0.94440026 0.05559974] probability
[0.2137708 0.7862292]
After improvements [0.89096543 0.10903457] probability
[0.13954767 0.86045233]
After improvements [0.81465532 0.18534468] probability
[0.83526256 0.16473744]
After improvements [0.9694502 0.0305498] probability
[0.16691324 0.83308676]
After improvements [0.80065372 0.19934628] probability
[0.05542892 0.94457108]
After improvements [0.86127535 0.13872465] probability
[0.33288578 0.66711422]
After improvements [0.84403446 0.15596554] probability
[0.38275643 0.61724357]
After improvements [0.92092614 0.07907386] probability
[0.30063964 0.69936036]
After improvements [0.89534733 0.10465267] probability
[0.64428407 0.35571593]
After improvements [0.91073099 0.08926901] probability
[0.601394 0.398606]
After improvements [0.94508269 0.05491731] probability
[0.31045779 0.68954221]
After improvements [0.92063334 0.07936666] probability
[0.83402921 0.16597079]
After improvements [0.97426899 0.02573101] probability
[0.13404844 0.86595156]
After improvements [0.8643547 0.1356453] probability
[0.12014181 0.87985819]
After improvements [0.82045327 0.17954673] probability
[0.5108235 0.4891765]
After improvements [0.93359639 0.06640361] probability
[0.22512992 0.77487008]
After improvements [0.8863286 0.1136714] probability
[0.53639926 0.46360074]
After improvements [0.93345625 0.06654375] probability
[0.54197371 0.45802629]
After improvements [0.92914505 0.07085495] probability
[0.27487527 0.72512473]
After improvements [0.85031659 0.14968341] probability
[0.13084956 0.86915044]
After improvements [0.8498282 0.1501718] probability
[0.31097523 0.68902477]
After improvements [0.89982256 0.10017744] probability
[0.80503882 0.19496118]
After improvements [0.96419326 0.03580674] probability
[0.25844658 0.74155342]
After improvements [0.83408612 0.16591388] probability
[0.18337677 0.81662323]
After improvements [0.82374348 0.17625652] probability
[0.28229586 0.71770414]
After improvements [0.86707807 0.13292193] probability
[0.29100943 0.70899057]
After improvements [0.8901226 0.1098774] probability
[0.46773088 0.53226912]
After improvements [0.87350577 0.12649423] probability
[0.55378679 0.44621321]
After improvements [0.94107617 0.05892383] probability
[0.32223579 0.67776421]
After improvements [0.86754539 0.13245461] probability
[0.48681691 0.51318309]
After improvements [0.87321634 0.12678366] probability
[0.08187474 0.91812526]
After improvements [0.86757118 0.13242882] probability
[0.73716068 0.26283932]
After improvements [0.94614998 0.05385002] probability
[0.38410341 0.61589659]
After improvements [0.929663 0.070337] probability
[0.50855326 0.49144674]
After improvements [0.94700845 0.05299155] probability
[0.12881443 0.87118557]
After improvements [0.84342455 0.15657545] probability
[0.45595794 0.54404206]
After improvements [0.91994498 0.08005502] probability
[0.16424001 0.83575999]
After improvements [0.88390078 0.11609922] probability
[0.33200354 0.66799646]
After improvements [0.90935772 0.09064228] probability
[0.69552631 0.30447369]
After improvements [0.9372514 0.0627486] probability
[0.38944111 0.61055889]
After improvements [0.87121761 0.12878239] probability
[0.75755046 0.24244954]
After improvements [0.96095572 0.03904428] probability
[0.23579354 0.76420646]
After improvements [0.85995752 0.14004248] probability
[0.40099314 0.59900686]
After improvements [0.87338609 0.12661391] probability
[0.47080812 0.52919188]
After improvements [0.94046406 0.05953594] probability
[0.22774516 0.77225484]
After improvements [0.83155352 0.16844648] probability
[0.23466292 0.76533708]
After improvements [0.85020825 0.14979175] probability
[0.28748377 0.71251623]
After improvements [0.87344838 0.12655162] probability
[0.35733932 0.64266068]
After improvements [0.9084867 0.0915133] probability
[0.62187533 0.37812467]
After improvements [0.94528124 0.05471876] probability
[0.40191206 0.59808794]
After improvements [0.88195031 0.11804969] probability
[0.37768359 0.62231641]
After improvements [0.89046835 0.10953165] probability
[0.15143462 0.84856538]
After improvements [0.83731389 0.16268611] probability
[0.2219282 0.7780718]
After improvements [0.81742703 0.18257297] probability
[0.25490097 0.74509903]
After improvements [0.8785041 0.1214959] probability
[0.56340971 0.43659029]
After improvements [0.93160083 0.06839917] probability
[0.38700977 0.61299023]
After improvements [0.81718737 0.18281263] probability
[0.35129692 0.64870308]
After improvements [0.90267782 0.09732218] probability
[0.60841776 0.39158224]
After improvements [0.88012041 0.11987959] probability
[0.11175009 0.88824991]
After improvements [0.81898479 0.18101521] probability
[0.53203014 0.46796986]
After improvements [0.91701739 0.08298261] probability
[0.62132992 0.37867008]
After improvements [0.95334378 0.04665622] probability
[0.30167639 0.69832361]
After improvements [0.85276116 0.14723884] probability
[0.47929634 0.52070366]
After improvements [0.87016861 0.12983139] probability
[0.23655178 0.76344822]
After improvements [0.86533405 0.13466595] probability
[0.57442818 0.42557182]
After improvements [0.93386356 0.06613644] probability
[0.68553382 0.31446618]
After improvements [0.9392112 0.0607888] probability
[0.33393477 0.66606523]
After improvements [0.88373832 0.11626168] probability
[0.26268768 0.73731232]
After improvements [0.80972612 0.19027388] probability
[0.68816542 0.31183458]
After improvements [0.93337696 0.06662304] probability
[0.19537862 0.80462138]
After improvements [0.82729303 0.17270697] probability
[0.17392385 0.82607615]
After improvements [0.80643927 0.19356073] probability
[0.09753048 0.90246952]
After improvements [0.83129317 0.16870683] probability
[0.33061304 0.66938696]
After improvements [0.90445228 0.09554772] probability
[0.46052754 0.53947246]
After improvements [0.85368017 0.14631983] probability
[0.16265788 0.83734212]
After improvements [0.85614707 0.14385293] probability
[0.4775197 0.5224803]
After improvements [0.92466603 0.07533397] probability
[0.43550896 0.56449104]
After improvements [0.84580403 0.15419597] probability
[0.20753166 0.79246834]
After improvements [0.82936225 0.17063775] probability
[0.47957633 0.52042367]
After improvements [0.88501942 0.11498058] probability
[0.5785246 0.4214754]
After improvements [0.93174459 0.06825541] probability
[0.34145055 0.65854945]
After improvements [0.88733387 0.11266613] probability
[0.77921245 0.22078755]
After improvements [0.94129723 0.05870277] probability
[0.48751361 0.51248639]
After improvements [0.89637426 0.10362574] probability
[0.47945826 0.52054174]
After improvements [0.92299525 0.07700475] probability
[0.28616001 0.71383999]
After improvements [0.91879038 0.08120962] probability
[0.69667447 0.30332553]
After improvements [0.95386792 0.04613208] probability
[0.41303766 0.58696234]
After improvements [0.82651812 0.17348188] probability
[0.16497316 0.83502684]
After improvements [0.87353027 0.12646973] probability
[0.46832558 0.53167442]
After improvements [0.88798718 0.11201282] probability
[0.3050956 0.6949044]
After improvements [0.89130789 0.10869211] probability
[0.33506381 0.66493619]
After improvements [0.86073358 0.13926642] probability
[0.34856791 0.65143209]
After improvements [0.91074146 0.08925854] probability
[0.60031704 0.39968296]
After improvements [0.92889895 0.07110105] probability
[0.50309763 0.49690237]
After improvements [0.91430967 0.08569033] probability
[0.43476091 0.56523909]
After improvements [0.92944726 0.07055274] probability
[0.52706226 0.47293774]
After improvements [0.9346367 0.0653633] probability
[0.70443214 0.29556786]
After improvements [0.94838202 0.05161798] probability
[0.80360542 0.19639458]
After improvements [0.95033133 0.04966867] probability
[0.45851906 0.54148094]
After improvements [0.9415999 0.0584001] probability
[0.45852611 0.54147389]
After improvements [0.89707272 0.10292728] probability
[0.35746644 0.64253356]
After improvements [0.91478084 0.08521916] probability
[0.32491804 0.67508196]
After improvements [0.88461353 0.11538647] probability
[0.51164392 0.48835608]
After improvements [0.93322532 0.06677468] probability
[0.47374712 0.52625288]
After improvements [0.94700387 0.05299613] probability
[0.46242592 0.53757408]
After improvements [0.93635111 0.06364889] probability
[0.18643823 0.81356177]
After improvements [0.83373283 0.16626717] probability
[0.51870916 0.48129084]
After improvements [0.92026172 0.07973828] probability
[0.28063571 0.71936429]
After improvements [0.86884591 0.13115409] probability
[0.34541515 0.65458485]
After improvements [0.90267782 0.09732218] probability
[0.58460366 0.41539634]
After improvements [0.91304298 0.08695702] probability
[0.34406521 0.65593479]
After improvements [0.86479268 0.13520732] probability
[0.12271179 0.87728821]
After improvements [0.85572523 0.14427477] probability
[0.3515991 0.6484009]
After improvements [0.91628716 0.08371284] probability
[0.60868924 0.39131076]
After improvements [0.92947138 0.07052862] probability
[0.1625432 0.8374568]
After improvements [0.87738619 0.12261381] probability
[0.48194365 0.51805635]
After improvements [0.94114021 0.05885979] probability
[0.41090221 0.58909779]
After improvements [0.87988052 0.12011948] probability
[0.57771386 0.42228614]
After improvements [0.90853203 0.09146797] probability
[0.82372329 0.17627671]
After improvements [0.95937384 0.04062616] probability
[0.2500299 0.7499701]
After improvements [0.8667021 0.1332979] probability
[0.23048314 0.76951686]
After improvements [0.85794177 0.14205823] probability
[0.4265155 0.5734845]
After improvements [0.87706047 0.12293953] probability
[0.18690573 0.81309427]
After improvements [0.82913597 0.17086403] probability
[0.32552819 0.67447181]
After improvements [0.89973857 0.10026143] probability
[0.59299568 0.40700432]
After improvements [0.93418277 0.06581723] probability
[0.26833145 0.73166855]
After improvements [0.90836105 0.09163895] probability
[0.36697636 0.63302364]
After improvements [0.88447532 0.11552468] probability
[0.22202811 0.77797189]
After improvements [0.84153882 0.15846118] probability
[0.19830873 0.80169127]
After improvements [0.82159566 0.17840434] probability
[0.54123432 0.45876568]
After improvements [0.93713182 0.06286818] probability
[0.19513822 0.80486178]
After improvements [0.86853865 0.13146135] probability
[0.41669699 0.58330301]
After improvements [0.8350661 0.1649339] probability
[0.31830624 0.68169376]
After improvements [0.90681589 0.09318411] probability
[0.25034622 0.74965378]
After improvements [0.90349243 0.09650757] probability
[0.60756609 0.39243391]
After improvements [0.83421676 0.16578324] probability
[0.54173741 0.45826259]
After improvements [0.92550342 0.07449658] probability
[0.3254287 0.6745713]
After improvements [0.88815858 0.11184142] probability
[0.15645857 0.84354143]
After improvements [0.8684947 0.1315053] probability
[0.11057175 0.88942825]
After improvements [0.80755799 0.19244201] probability
[0.30263957 0.69736043]
After improvements [0.92595471 0.07404529] probability
[0.58114395 0.41885605]
After improvements [0.94603492 0.05396508] probability
[0.69591658 0.30408342]
After improvements [0.9563243 0.0436757] probability
[0.16412314 0.83587686]
After improvements [0.87486406 0.12513594] probability
[0.46587832 0.53412168]
After improvements [0.89555874 0.10444126] probability
[0.2712149 0.7287851]
After improvements [0.83971324 0.16028676] probability
[0.4388514 0.5611486]
After improvements [0.93948085 0.06051915] probability
[0.53174414 0.46825586]
After improvements [0.86379532 0.13620468] probability
[0.29087318 0.70912682]
After improvements [0.88274525 0.11725475] probability
[0.17365467 0.82634533]
After improvements [0.88210436 0.11789564] probability
[0.29357045 0.70642955]
After improvements [0.8776203 0.1223797] probability
[0.17556539 0.82443461]
After improvements [0.81982364 0.18017636] probability
[0.64732352 0.35267648]
After improvements [0.96553252 0.03446748] probability
[0.51450958 0.48549042]
After improvements [0.8475675 0.1524325] probability
[0.39305021 0.60694979]
After improvements [0.92233869 0.07766131] probability
[0.42839208 0.57160792]
After improvements [0.9079547 0.0920453] probability
[0.39348483 0.60651517]
After improvements [0.93119789 0.06880211] probability
[0.33656238 0.66343762]
After improvements [0.90020781 0.09979219] probability
[0.34669 0.65331]
After improvements [0.89496377 0.10503623] probability
[0.20099952 0.79900048]
After improvements [0.8126161 0.1873839] probability
[0.21581246 0.78418754]
After improvements [0.8507861 0.1492139] probability
[0.59812108 0.40187892]
After improvements [0.9475482 0.0524518] probability
[0.39381422 0.60618578]
After improvements [0.91965187 0.08034813] probability
[0.38006402 0.61993598]
After improvements [0.91901517 0.08098483] probability
[0.52950996 0.47049004]
After improvements [0.93665069 0.06334931] probability
[0.21602474 0.78397526]
After improvements [0.84577412 0.15422588] probability
[0.58532038 0.41467962]
After improvements [0.94485127 0.05514873] probability
[0.30997096 0.69002904]
After improvements [0.83209196 0.16790804] probability
[0.19848556 0.80151444]
After improvements [0.87098158 0.12901842] probability
[0.38813365 0.61186635]
After improvements [0.89556046 0.10443954] probability
[0.52135478 0.47864522]
After improvements [0.93504079 0.06495921] probability
[0.59065182 0.40934818]
After improvements [0.93706434 0.06293566] probability
[0.19535961 0.80464039]
After improvements [0.81660459 0.18339541] probability
[0.1165084 0.8834916]
After improvements [0.80664229 0.19335771] probability
[0.69626488 0.30373512]
After improvements [0.94013178 0.05986822] probability
[0.2631098 0.7368902]
After improvements [0.8126235 0.1873765] probability
[0.20963509 0.79036491]
After improvements [0.85479407 0.14520593] probability
[0.16083011 0.83916989]
After improvements [0.86884591 0.13115409] probability
[0.27478609 0.72521391]
After improvements [0.8817128 0.1182872] probability
[0.23038327 0.76961673]
After improvements [0.84422068 0.15577932] probability
[0.38503609 0.61496391]
After improvements [0.81968565 0.18031435] probability
[0.27399287 0.72600713]
After improvements [0.82111664 0.17888336] probability
[0.79095305 0.20904695]
After improvements [0.95870622 0.04129378] probability
[0.29251609 0.70748391]
After improvements [0.80291817 0.19708183] probability
[0.43500792 0.56499208]
After improvements [0.90560774 0.09439226] probability
[0.71959444 0.28040556]
After improvements [0.89309598 0.10690402] probability
[0.30729519 0.69270481]
After improvements [0.89483956 0.10516044] probability
[0.79081784 0.20918216]
After improvements [0.96272465 0.03727535] probability
[0.25488384 0.74511616]
After improvements [0.81391581 0.18608419] probability
[0.21252139 0.78747861]
After improvements [0.8026995 0.1973005] probability
[0.11053689 0.88946311]
After improvements [0.87718033 0.12281967] probability
[0.66506472 0.33493528]
After improvements [0.95209142 0.04790858] probability
[0.27740405 0.72259595]
After improvements [0.86886518 0.13113482] probability
[0.25366332 0.74633668]
After improvements [0.90675266 0.09324734] probability
[0.37460199 0.62539801]
After improvements [0.91783607 0.08216393] probability
[0.32410771 0.67589229]
After improvements [0.9041969 0.0958031] probability
[0.52452631 0.47547369]
After improvements [0.94155247 0.05844753] probability
[0.59757592 0.40242408]
After improvements [0.93104819 0.06895181] probability
[0.42483783 0.57516217]
After improvements [0.85316739 0.14683261] probability
[0.68346102 0.31653898]
After improvements [0.94572645 0.05427355] probability
[0.61494973 0.38505027]
After improvements [0.93399209 0.06600791] probability
[0.8149655 0.1850345]
After improvements [0.97495831 0.02504169] probability
[0.33928097 0.66071903]
After improvements [0.93642857 0.06357143] probability
[0.68896421 0.31103579]
After improvements [0.93854974 0.06145026] probability
[0.45358758 0.54641242]
After improvements [0.90665147 0.09334853] probability
[0.1975669 0.8024331]
After improvements [0.83292607 0.16707393] probability
[0.21742 0.78258]
After improvements [0.85887101 0.14112899] probability
[0.51909982 0.48090018]
After improvements [0.92738194 0.07261806] probability
[0.55531967 0.44468033]
After improvements [0.94555342 0.05444658] probability
[0.76231402 0.23768598]
After improvements [0.9559752 0.0440248] probability
[0.48573342 0.51426658]
After improvements [0.91063916 0.08936084] probability
[0.38150366 0.61849634]
After improvements [0.89252739 0.10747261] probability
[0.18767291 0.81232709]
After improvements [0.86753383 0.13246617] probability
[0.22682235 0.77317765]
After improvements [0.85753819 0.14246181] probability
[0.25258823 0.74741177]
After improvements [0.87880693 0.12119307] probability
[0.25109752 0.74890248]
After improvements [0.81577089 0.18422911] probability
[0.43966403 0.56033597]
After improvements [0.8527937 0.1472063] probability
[0.20785635 0.79214365]
After improvements [0.84710325 0.15289675] probability
[0.4451211 0.5548789]
After improvements [0.89346347 0.10653653] probability
[0.3907918 0.6092082]
After improvements [0.91917875 0.08082125] probability
[0.88508781 0.11491219]
After improvements [0.96359966 0.03640034] probability
[0.70113058 0.29886942]
After improvements [0.93629233 0.06370767] probability
[0.29013664 0.70986336]
After improvements [0.89637644 0.10362356] probability
[0.28062944 0.71937056]
After improvements [0.83574762 0.16425238] probability
[0.34492582 0.65507418]
After improvements [0.85726385 0.14273615] probability
[0.26347544 0.73652456]
After improvements [0.8738403 0.1261597] probability
[0.46893819 0.53106181]
After improvements [0.9008316 0.0991684] probability
[0.18895484 0.81104516]
After improvements [0.83384568 0.16615432] probability
[0.49672598 0.50327402]
After improvements [0.96866868 0.03133132] probability
[0.77270494 0.22729506]
After improvements [0.95590041 0.04409959] probability
[0.65216304 0.34783696]
After improvements [0.9604986 0.0395014] probability
[0.23565007 0.76434993]
After improvements [0.82575818 0.17424182] probability
[0.67928714 0.32071286]
After improvements [0.94220923 0.05779077] probability
[0.20096947 0.79903053]
After improvements [0.81159934 0.18840066] probability
[0.61445958 0.38554042]
After improvements [0.94784677 0.05215323] probability
[0.43160176 0.56839824]
After improvements [0.9353087 0.0646913] probability
[0.30819967 0.69180033]
After improvements [0.89477086 0.10522914] probability
[0.20017932 0.79982068]
After improvements [0.87831778 0.12168222] probability
[0.30876521 0.69123479]
After improvements [0.83932755 0.16067245] probability
[0.44344474 0.55655526]
After improvements [0.88690036 0.11309964] probability
[0.60341682 0.39658318]
After improvements [0.93731433 0.06268567] probability
[0.43231915 0.56768085]
After improvements [0.91032248 0.08967752] probability
[0.17897751 0.82102249]
After improvements [0.87417311 0.12582689] probability
[0.23492116 0.76507884]
After improvements [0.86107246 0.13892754] probability
[0.44278864 0.55721136]
After improvements [0.93800589 0.06199411] probability
[0.31871472 0.68128528]
After improvements [0.8325198 0.1674802] probability
[0.49575771 0.50424229]
After improvements [0.93731541 0.06268459] probability
[0.42798713 0.57201287]
After improvements [0.8819813 0.1180187] probability
[0.22665986 0.77334014]
After improvements [0.8803294 0.1196706] probability
[0.49324541 0.50675459]
After improvements [0.9317994 0.0682006] probability
[0.62395644 0.37604356]
After improvements [0.94107718 0.05892282] probability
[0.45022591 0.54977409]
After improvements [0.90935923 0.09064077] probability
[0.36071952 0.63928048]
After improvements [0.88974039 0.11025961] probability
[0.41352345 0.58647655]
After improvements [0.84838782 0.15161218] probability
[0.518527 0.481473]
After improvements [0.93542167 0.06457833] probability
[0.44391883 0.55608117]
After improvements [0.90733272 0.09266728] probability
[0.23657359 0.76342641]
After improvements [0.87245089 0.12754911] probability
[0.24133039 0.75866961]
After improvements [0.84507115 0.15492885] probability
[0.70719339 0.29280661]
After improvements [0.94038324 0.05961676] probability
[0.4908383 0.5091617]
After improvements [0.85575425 0.14424575] probability
[0.52342219 0.47657781]
After improvements [0.88145987 0.11854013] probability
[0.16825898 0.83174102]
After improvements [0.80900743 0.19099257] probability
[0.33616042 0.66383958]
After improvements [0.90985451 0.09014549] probability
[0.33961644 0.66038356]
After improvements [0.910842 0.089158] probability
[0.41308735 0.58691265]
After improvements [0.92712539 0.07287461] probability
[0.21632976 0.78367024]
After improvements [0.88617685 0.11382315] probability
[0.20510844 0.79489156]
After improvements [0.87922255 0.12077745] probability
[0.18548159 0.81451841]
After improvements [0.86762259 0.13237741] probability
[0.59248948 0.40751052]
After improvements [0.92583514 0.07416486] probability
[0.54415967 0.45584033]
After improvements [0.94972448 0.05027552] probability
[0.691169 0.308831]
After improvements [0.9663959 0.0336041] probability
[0.53615774 0.46384226]
After improvements [0.86374242 0.13625758] probability
[0.15606555 0.84393445]
After improvements [0.87217415 0.12782585] probability
[0.55216135 0.44783865]
After improvements [0.94177125 0.05822875] probability
[0.692172 0.307828]
After improvements [0.96962819 0.03037181] probability
[0.37852295 0.62147705]
After improvements [0.90075364 0.09924636] probability
[0.71517348 0.28482652]
After improvements [0.92472607 0.07527393] probability
[0.46960512 0.53039488]
After improvements [0.8863697 0.1136303] probability
[0.39436318 0.60563682]
After improvements [0.91771317 0.08228683] probability
[0.45097618 0.54902382]
After improvements [0.90718659 0.09281341] probability
[0.21278336 0.78721664]
After improvements [0.85684497 0.14315503] probability
[0.51054709 0.48945291]
After improvements [0.95032294 0.04967706] probability
[0.54759567 0.45240433]
After improvements [0.91039135 0.08960865] probability
[0.72005187 0.27994813]
After improvements [0.95371692 0.04628308] probability
[0.21102822 0.78897178]
After improvements [0.86157077 0.13842923] probability
[0.22087803 0.77912197]
After improvements [0.84730556 0.15269444] probability
[0.37789485 0.62210515]
After improvements [0.92138697 0.07861303] probability
[0.11498196 0.88501804]
After improvements [0.81076705 0.18923295] probability
[0.29293081 0.70706919]
After improvements [0.84058981 0.15941019] probability
[0.28605696 0.71394304]
After improvements [0.80819111 0.19180889] probability
[0.30536805 0.69463195]
After improvements [0.82424857 0.17575143] probability
[0.12528007 0.87471993]
After improvements [0.82226083 0.17773917] probability
[0.45723889 0.54276111]
After improvements [0.90198585 0.09801415] probability
[0.63926866 0.36073134]
After improvements [0.93548566 0.06451434] probability
[0.59694072 0.40305928]
After improvements [0.9003025 0.0996975] probability
[0.31014592 0.68985408]
After improvements [0.87789782 0.12210218] probability
[0.43817765 0.56182235]
After improvements [0.89350751 0.10649249] probability
[0.65620619 0.34379381]
After improvements [0.95557589 0.04442411] probability
[0.69544079 0.30455921]
After improvements [0.94510318 0.05489682] probability
[0.49662926 0.50337074]
After improvements [0.93550665 0.06449335] probability
[0.2503886 0.7496114]
After improvements [0.8687488 0.1312512] probability
[0.49460388 0.50539612]
After improvements [0.86453522 0.13546478] probability
[0.20859964 0.79140036]
After improvements [0.8306473 0.1693527] probability
[0.34668314 0.65331686]
After improvements [0.84428085 0.15571915] probability
[0.27063487 0.72936513]
After improvements [0.8322588 0.1677412] probability
[0.56184367 0.43815633]
After improvements [0.92658004 0.07341996] probability
[0.11415076 0.88584924]
After improvements [0.81444842 0.18555158] probability
[0.51857469 0.48142531]
After improvements [0.89236841 0.10763159] probability
[0.44712513 0.55287487]
After improvements [0.90980331 0.09019669] probability
[0.38795235 0.61204765]
After improvements [0.91901244 0.08098756] probability
[0.45690656 0.54309344]
After improvements [0.88858312 0.11141688] probability
[0.2366169 0.7633831]
After improvements [0.85717401 0.14282599] probability
[0.60492642 0.39507358]
After improvements [0.92211751 0.07788249] probability
[0.36060852 0.63939148]
After improvements [0.86726825 0.13273175] probability
[0.29016576 0.70983424]
After improvements [0.81160294 0.18839706] probability
[0.39429461 0.60570539]
After improvements [0.85725457 0.14274543] probability
[0.18292439 0.81707561]
After improvements [0.81364989 0.18635011] probability
[0.52952839 0.47047161]
After improvements [0.89097089 0.10902911] probability
[0.37632825 0.62367175]
After improvements [0.86274541 0.13725459] probability
[0.5851694 0.4148306]
After improvements [0.93281067 0.06718933] probability
[0.46166311 0.53833689]
After improvements [0.91562341 0.08437659] probability
[0.23727528 0.76272472]
After improvements [0.90444964 0.09555036] probability
[0.27054139 0.72945861]
After improvements [0.8564901 0.1435099] probability
[0.44358821 0.55641179]
After improvements [0.89752758 0.10247242] probability
[0.31862386 0.68137614]
After improvements [0.82273027 0.17726973] probability
[0.31576543 0.68423457]
After improvements [0.90582964 0.09417036] probability
[0.71459836 0.28540164]
After improvements [0.9491306 0.0508694] probability
[0.57133667 0.42866333]
After improvements [0.94457254 0.05542746] probability
[0.37821893 0.62178107]
After improvements [0.90653915 0.09346085] probability
[0.56138914 0.43861086]
After improvements [0.94742608 0.05257392] probability
[0.34212909 0.65787091]
After improvements [0.84442461 0.15557539] probability
[0.35281974 0.64718026]
After improvements [0.89070053 0.10929947] probability
[0.42773198 0.57226802]
After improvements [0.88901219 0.11098781] probability
[0.59565798 0.40434202]
After improvements [0.93317589 0.06682411] probability
[0.76417454 0.23582546]
After improvements [0.95710006 0.04289994] probability
[0.64200094 0.35799906]
After improvements [0.92335786 0.07664214] probability
[0.059499 0.940501]
After improvements [0.87056308 0.12943692] probability
[0.61669224 0.38330776]
After improvements [0.93077167 0.06922833] probability
[0.42421138 0.57578862]
After improvements [0.89356662 0.10643338] probability
[0.43432722 0.56567278]
After improvements [0.89555874 0.10444126] probability
[0.60148316 0.39851684]
After improvements [0.93234414 0.06765586] probability
[0.57934505 0.42065495]
After improvements [0.93119862 0.06880138] probability
[0.40871178 0.59128822]
After improvements [0.92995504 0.07004496] probability
[0.17773776 0.82226224]
After improvements [0.87364737 0.12635263] probability
[0.83973358 0.16026642]
After improvements [0.96113252 0.03886748] probability
[0.51672903 0.48327097]
After improvements [0.88056249 0.11943751] probability
[0.43810689 0.56189311]
After improvements [0.93463782 0.06536218] probability
[0.40183799 0.59816201]
After improvements [0.933337 0.066663] probability
[0.27019349 0.72980651]
After improvements [0.84306846 0.15693154] probability
[0.58434344 0.41565656]
After improvements [0.94754729 0.05245271] probability
[0.21382695 0.78617305]
After improvements [0.83150362 0.16849638] probability
[0.15898654 0.84101346]
After improvements [0.85938572 0.14061428] probability
[0.32550995 0.67449005]
After improvements [0.91057214 0.08942786] probability
[0.15990118 0.84009882]
After improvements [0.84279453 0.15720547] probability
[0.82395471 0.17604529]
After improvements [0.96945219 0.03054781] probability
[0.33867007 0.66132993]
After improvements [0.91401712 0.08598288] probability
[0.25734039 0.74265961]
After improvements [0.85109737 0.14890263] probability
[0.40235855 0.59764145]
After improvements [0.88090358 0.11909642] probability
[0.16406461 0.83593539]
After improvements [0.86988178 0.13011822] probability
[0.29769194 0.70230806]
After improvements [0.84631284 0.15368716] probability
[0.17876735 0.82123265]
After improvements [0.86287187 0.13712813] probability
[0.83166157 0.16833843]
After improvements [0.96090687 0.03909313] probability
[0.64181849 0.35818151]
After improvements [0.95919312 0.04080688] probability
[0.46514613 0.53485387]
After improvements [0.88111749 0.11888251] probability
[0.34273253 0.65726747]
After improvements [0.9105944 0.0894056] probability
[0.2688922 0.7311078]
After improvements [0.8312729 0.1687271] probability
[0.27491097 0.72508903]
After improvements [0.83491803 0.16508197] probability
[0.16068115 0.83931885]
After improvements [0.88334406 0.11665594] probability
[0.30527436 0.69472564]
After improvements [0.85932221 0.14067779] probability
[0.34263004 0.65736996]
After improvements [0.87724868 0.12275132] probability
[0.34207044 0.65792956]
After improvements [0.90249663 0.09750337] probability
[0.13435333 0.86564667]
After improvements [0.88340249 0.11659751] probability
[0.1819776 0.8180224]
After improvements [0.88004207 0.11995793] probability
[0.44273872 0.55726128]
After improvements [0.89721054 0.10278946] probability
[0.35530333 0.64469667]
After improvements [0.897131 0.102869] probability
[0.46594897 0.53405103]
After improvements [0.91518329 0.08481671] probability
[0.62888093 0.37111907]
After improvements [0.92348132 0.07651868] probability
[0.56523656 0.43476344]
After improvements [0.86699932 0.13300068] probability
[0.38818106 0.61181894]
After improvements [0.91701623 0.08298377] probability
[0.45219249 0.54780751]
After improvements [0.85350725 0.14649275] probability
[0.41061866 0.58938134]
After improvements [0.88355133 0.11644867] probability
[0.45988294 0.54011706]
After improvements [0.86942804 0.13057196] probability
[0.35313998 0.64686002]
After improvements [0.91006592 0.08993408] probability
[0.45393696 0.54606304]
After improvements [0.92884589 0.07115411] probability
[0.29465311 0.70534689]
After improvements [0.90538582 0.09461418] probability
[0.4351754 0.5648246]
After improvements [0.8936135 0.1063865] probability
[0.5392478 0.4607522]
After improvements [0.94213397 0.05786603] probability
[0.22106501 0.77893499]
After improvements [0.82549458 0.17450542] probability
[0.26113194 0.73886806]
After improvements [0.81529401 0.18470599] probability
[0.58813678 0.41186322]
After improvements [0.93179823 0.06820177] probability
[0.41513496 0.58486504]
After improvements [0.90267621 0.09732379] probability
[0.3866457 0.6133543]
After improvements [0.89605739 0.10394261] probability
[0.30752517 0.69247483]
After improvements [0.88965758 0.11034242] probability
[0.34875743 0.65124257]
After improvements [0.91201112 0.08798888] probability
[0.62545099 0.37454901]
After improvements [0.92772054 0.07227946] probability
[0.71300545 0.28699455]
After improvements [0.94754729 0.05245271] probability
[0.35256549 0.64743451]
After improvements [0.91203887 0.08796113] probability
[0.39259043 0.60740957]
After improvements [0.92663743 0.07336257] probability
[0.38962491 0.61037509]
After improvements [0.92905564 0.07094436] probability
[0.41235367 0.58764633]
After improvements [0.92910856 0.07089144] probability
[0.34175514 0.65824486]
After improvements [0.90213818 0.09786182] probability
[0.21593668 0.78406332]
After improvements [0.84208539 0.15791461] probability
[0.44467009 0.55532991]
After improvements [0.90560617 0.09439383] probability
[0.50141282 0.49858718]
After improvements [0.86872354 0.13127646] probability
[0.34888516 0.65111484]
After improvements [0.92466603 0.07533397] probability
[0.31591542 0.68408458]
After improvements [0.89738058 0.10261942] probability
[0.36472993 0.63527007]
After improvements [0.90845688 0.09154312] probability
[0.27672768 0.72327232]
After improvements [0.87474191 0.12525809] probability
[0.2979581 0.7020419]
After improvements [0.89389434 0.10610566] probability
[0.22514691 0.77485309]
After improvements [0.83002311 0.16997689] probability
[0.09604952 0.90395048]
After improvements [0.86613505 0.13386495] probability
[0.38340181 0.61659819]
After improvements [0.92211488 0.07788512] probability
[0.09852967 0.90147033]
After improvements [0.80820053 0.19179947] probability
[0.17903906 0.82096094]
After improvements [0.8332415 0.1667585] probability
[0.46331976 0.53668024]
After improvements [0.94400937 0.05599063] probability
[0.34863503 0.65136497]
After improvements [0.85361502 0.14638498] probability
[0.47205121 0.52794879]
After improvements [0.92026307 0.07973693] probability
[0.60968878 0.39031122]
After improvements [0.91299896 0.08700104] probability
[0.13236695 0.86763305]
After improvements [0.87225498 0.12774502] probability
[0.45355806 0.54644194]
After improvements [0.91562341 0.08437659] probability
[0.29044797 0.70955203]
After improvements [0.86145408 0.13854592] probability
[0.2048525 0.7951475]
After improvements [0.82293914 0.17706086] probability
[0.28233942 0.71766058]
After improvements [0.88815858 0.11184142] probability
[0.28527731 0.71472269]
After improvements [0.8844236 0.1155764] probability
[0.27822034 0.72177966]
After improvements [0.87706288 0.12293712] probability
[0.31280845 0.68719155]
After improvements [0.89434382 0.10565618] probability
[0.25664829 0.74335171]
After improvements [0.88455727 0.11544273] probability
[0.65220356 0.34779644]
After improvements [0.92698754 0.07301246] probability
[0.16206186 0.83793814]
After improvements [0.88191622 0.11808378] probability
[0.40413717 0.59586283]
After improvements [0.92690362 0.07309638] probability
[0.65454541 0.34545459]
After improvements [0.90194619 0.09805381] probability
[0.44351299 0.55648701]
After improvements [0.9079547 0.0920453] probability
[0.68672918 0.31327082]
After improvements [0.93212552 0.06787448] probability
[0.32938531 0.67061469]
After improvements [0.89712931 0.10287069] probability
[0.42061739 0.57938261]
After improvements [0.87706485 0.12293515] probability
[0.38541176 0.61458824]
After improvements [0.91577424 0.08422576] probability
[0.32457994 0.67542006]
After improvements [0.89211142 0.10788858] probability
[0.58685371 0.41314629]
After improvements [0.90168641 0.09831359] probability
[0.22422174 0.77577826]
After improvements [0.84052249 0.15947751] probability
[0.4217374 0.5782626]
After improvements [0.92026172 0.07973828] probability
[0.65223349 0.34776651]
After improvements [0.95223484 0.04776516] probability
[0.37756954 0.62243046]
After improvements [0.9151583 0.0848417] probability
[0.07457398 0.92542602]
After improvements [0.80263103 0.19736897] probability
[0.66780316 0.33219684]
After improvements [0.95408914 0.04591086] probability
[0.43050731 0.56949269]
After improvements [0.89413037 0.10586963] probability
[0.33717755 0.66282245]
After improvements [0.89690429 0.10309571] probability
[0.17944345 0.82055655]
After improvements [0.80460515 0.19539485] probability
[0.46783084 0.53216916]
After improvements [0.93710954 0.06289046] probability
[0.37281835 0.62718165]
After improvements [0.87408262 0.12591738] probability
[0.31764685 0.68235315]
After improvements [0.87281352 0.12718648] probability
[0.53070112 0.46929888]
After improvements [0.93825032 0.06174968] probability
[0.56543942 0.43456058]
After improvements [0.90328106 0.09671894] probability
[0.0957527 0.9042473]
After improvements [0.80629655 0.19370345] probability
[0.17894968 0.82105032]
After improvements [0.81897936 0.18102064] probability
[0.82115922 0.17884078]
After improvements [0.97113737 0.02886263] probability
[0.23019862 0.76980138]
After improvements [0.82501399 0.17498601] probability
[0.40473322 0.59526678]
After improvements [0.88561839 0.11438161] probability
[0.37394511 0.62605489]
After improvements [0.89676336 0.10323664] probability
[0.69120101 0.30879899]
After improvements [0.93764635 0.06235365] probability
[0.6416568 0.3583432]
After improvements [0.91046165 0.08953835] probability
[0.38936802 0.61063198]
After improvements [0.8307374 0.1692626] probability
[0.24134507 0.75865493]
After improvements [0.85519363 0.14480637] probability
[0.44327691 0.55672309]
After improvements [0.9129745 0.0870255] probability
[0.61536521 0.38463479]
After improvements [0.92371949 0.07628051] probability
[0.40899276 0.59100724]
After improvements [0.9321416 0.0678584] probability
[0.53729558 0.46270442]
After improvements [0.88334815 0.11665185] probability
[0.60019294 0.39980706]
After improvements [0.93656963 0.06343037] probability
[0.59247095 0.40752905]
After improvements [0.93458513 0.06541487] probability
[0.21898201 0.78101799]
After improvements [0.82743837 0.17256163] probability
[0.37354061 0.62645939]
After improvements [0.91780487 0.08219513] probability
[0.67300521 0.32699479]
After improvements [0.92802529 0.07197471] probability
[0.24422241 0.75577759]
After improvements [0.81054595 0.18945405] probability
[0.47996417 0.52003583]
After improvements [0.91863283 0.08136717] probability
[0.67867702 0.32132298]
After improvements [0.95985037 0.04014963] probability
[0.60292692 0.39707308]
After improvements [0.9560074 0.0439926] probability
[0.16919888 0.83080112]
After improvements [0.80703828 0.19296172] probability
[0.39269404 0.60730596]
After improvements [0.92487929 0.07512071] probability
[0.62784404 0.37215596]
After improvements [0.91356123 0.08643877] probability
[0.68775613 0.31224387]
After improvements [0.93731433 0.06268567] probability
[0.42210121 0.57789879]
After improvements [0.89673342 0.10326658] probability
[0.39581732 0.60418268]
After improvements [0.91513217 0.08486783] probability
[0.13953953 0.86046047]
After improvements [0.82025918 0.17974082] probability
[0.41822591 0.58177409]
After improvements [0.90653374 0.09346626] probability
[0.22337998 0.77662002]
After improvements [0.84063857 0.15936143] probability
[0.36638162 0.63361838]
After improvements [0.91724896 0.08275104] probability
[0.35627856 0.64372144]
After improvements [0.86129515 0.13870485] probability
[0.59303495 0.40696505]
After improvements [0.89966703 0.10033297] probability
[0.74243872 0.25756128]
After improvements [0.94880248 0.05119752] probability
[0.47299722 0.52700278]
After improvements [0.89867893 0.10132107] probability
[0.41992008 0.58007992]
After improvements [0.91469963 0.08530037] probability
[0.3137905 0.6862095]
After improvements [0.91151095 0.08848905] probability
[0.61355455 0.38644545]
After improvements [0.95334297 0.04665703] probability
[0.29287893 0.70712107]
After improvements [0.87947745 0.12052255] probability
[0.5576735 0.4423265]
After improvements [0.92542047 0.07457953] probability
[0.68314036 0.31685964]
After improvements [0.9341532 0.0658468] probability
[0.3343754 0.6656246]
After improvements [0.89612082 0.10387918] probability
[0.45471505 0.54528495]
After improvements [0.93281067 0.06718933] probability
[0.39160459 0.60839541]
After improvements [0.92145587 0.07854413] probability
[0.3158404 0.6841596]
After improvements [0.87550718 0.12449282] probability
[0.87395948 0.12604052]
After improvements [0.97948285 0.02051715] probability
[0.62338532 0.37661468]
After improvements [0.94622065 0.05377935] probability
[0.253501 0.746499]
After improvements [0.89131499 0.10868501] probability
[0.53356352 0.46643648]
After improvements [0.95305847 0.04694153] probability
[0.40897256 0.59102744]
After improvements [0.87951624 0.12048376] probability
[0.18349279 0.81650721]
After improvements [0.87031762 0.12968238] probability
[0.30095164 0.69904836]
After improvements [0.92394698 0.07605302] probability
[0.28473409 0.71526591]
After improvements [0.87037291 0.12962709] probability
[0.13663511 0.86336489]
After improvements [0.82923332 0.17076668] probability
[0.7425562 0.2574438]
After improvements [0.93656963 0.06343037] probability
[0.74469809 0.25530191]
After improvements [0.9427165 0.0572835] probability
[0.66679998 0.33320002]
After improvements [0.93825032 0.06174968] probability
[0.18431226 0.81568774]
After improvements [0.82668169 0.17331831] probability
[0.27440115 0.72559885]
After improvements [0.87697187 0.12302813] probability
[0.60672903 0.39327097]
After improvements [0.906236 0.093764] probability
[0.64501103 0.35498897]
After improvements [0.95229519 0.04770481] probability
[0.22327152 0.77672848]
After improvements [0.83162182 0.16837818] probability
[0.5956009 0.4043991]
After improvements [0.91162202 0.08837798] probability
[0.25768257 0.74231743]
After improvements [0.90064898 0.09935102] probability
[0.4157177 0.5842823]
After improvements [0.88580435 0.11419565] probability
[0.40690693 0.59309307]
After improvements [0.89392664 0.10607336] probability
[0.369942 0.630058]
After improvements [0.87579312 0.12420688] probability
[0.34226564 0.65773436]
After improvements [0.8006312 0.1993688] probability
[0.26229966 0.73770034]
After improvements [0.88284392 0.11715608] probability
[0.76778069 0.23221931]
After improvements [0.95394445 0.04605555] probability
[0.72356088 0.27643912]
After improvements [0.94819801 0.05180199] probability
[0.20661077 0.79338923]
After improvements [0.82083411 0.17916589] probability
[0.17669951 0.82330049]
After improvements [0.81491842 0.18508158] probability
[0.15736783 0.84263217]
After improvements [0.85615525 0.14384475] probability
[0.22818035 0.77181965]
After improvements [0.86512172 0.13487828] probability
[0.43254974 0.56745026]
After improvements [0.92422 0.07578] probability
[0.35431912 0.64568088]
After improvements [0.90370455 0.09629545] probability
[0.49546532 0.50453468]
After improvements [0.93453128 0.06546872] probability
[0.17756066 0.82243934]
After improvements [0.88205179 0.11794821] probability
[0.71124161 0.28875839]
After improvements [0.94350693 0.05649307] probability
[0.31339731 0.68660269]
After improvements [0.8823396 0.1176604] probability
[0.35089128 0.64910872]
After improvements [0.84277766 0.15722234] probability
[0.32522332 0.67477668]
After improvements [0.89836553 0.10163447] probability
[0.674892 0.325108]
After improvements [0.93469927 0.06530073] probability
[0.68562642 0.31437358]
After improvements [0.94200658 0.05799342] probability
[0.2970129 0.7029871]
After improvements [0.88689598 0.11310402] probability
[0.30382169 0.69617831]
After improvements [0.89024752 0.10975248] probability
[0.49232825 0.50767175]
After improvements [0.91162202 0.08837798] probability
[0.37180927 0.62819073]
After improvements [0.8689365 0.1310635] probability
[0.49722319 0.50277681]
After improvements [0.87526972 0.12473028] probability
[0.47995383 0.52004617]
After improvements [0.91599724 0.08400276] probability
[0.47280412 0.52719588]
After improvements [0.85011425 0.14988575] probability
[0.38533359 0.61466641]
After improvements [0.87350577 0.12649423] probability
[0.34748651 0.65251349]
After improvements [0.90267782 0.09732218] probability
[0.11979653 0.88020347]
After improvements [0.81475138 0.18524862] probability
[0.2666386 0.7333614]
After improvements [0.88459828 0.11540172] probability
[0.36687014 0.63312986]
After improvements [0.91286351 0.08713649] probability
[0.35906799 0.64093201]
After improvements [0.90704133 0.09295867] probability
[0.23533722 0.76466278]
After improvements [0.85066125 0.14933875] probability
[0.35806017 0.64193983]
After improvements [0.86380759 0.13619241] probability
[0.38029295 0.61970705]
After improvements [0.86239009 0.13760991] probability
[0.5150215 0.4849785]
After improvements [0.9205153 0.0794847] probability
[0.50330493 0.49669507]
After improvements [0.89167204 0.10832796] probability
[0.381322 0.618678]
After improvements [0.92268434 0.07731566] probability
[0.47262728 0.52737272]
After improvements [0.84905053 0.15094947] probability
[0.34622468 0.65377532]
After improvements [0.90977519 0.09022481] probability
[0.14390008 0.85609992]
After improvements [0.83814118 0.16185882] probability
[0.24619295 0.75380705]
After improvements [0.84790949 0.15209051] probability
[0.44556153 0.55443847]
After improvements [0.92114388 0.07885612] probability
[0.25812829 0.74187171]
After improvements [0.86175894 0.13824106] probability
[0.2973696 0.7026304]
After improvements [0.85643385 0.14356615] probability
[0.44268056 0.55731944]
After improvements [0.90059712 0.09940288] probability
[0.34135232 0.65864768]
After improvements [0.91569069 0.08430931] probability
[0.14755101 0.85244899]
After improvements [0.86616771 0.13383229] probability
[0.43464848 0.56535152]
After improvements [0.93174342 0.06825658] probability
[0.54282084 0.45717916]
After improvements [0.89760685 0.10239315] probability
[0.5323842 0.4676158]
After improvements [0.95361017 0.04638983] probability
[0.34751567 0.65248433]
After improvements [0.90838864 0.09161136] probability
[0.35819587 0.64180413]
After improvements [0.9051656 0.0948344] probability
[0.83264728 0.16735272]
After improvements [0.97160743 0.02839257] probability
[0.66985754 0.33014246]
After improvements [0.94089313 0.05910687] probability
[0.2917244 0.7082756]
After improvements [0.88831792 0.11168208] probability
[0.34857207 0.65142793]
After improvements [0.91074295 0.08925705] probability
[0.3119879 0.6880121]
After improvements [0.8943024 0.1056976] probability
[0.23293388 0.76706612]
After improvements [0.85086375 0.14913625] probability
[0.14457528 0.85542472]
After improvements [0.827571 0.172429] probability
[0.44994579 0.55005421]
After improvements [0.93567364 0.06432636] probability
[0.16365651 0.83634349]
After improvements [0.87225053 0.12774947] probability
[0.62238321 0.37761679]
After improvements [0.94688562 0.05311438] probability
[0.1697117 0.8302883]
After improvements [0.88164427 0.11835573] probability
[0.24434948 0.75565052]
After improvements [0.90703147 0.09296853] probability
[0.25565409 0.74434591]
After improvements [0.86541282 0.13458718] probability
[0.26917326 0.73082674]
After improvements [0.87394055 0.12605945] probability
[0.307572 0.692428]
After improvements [0.88125054 0.11874946] probability
[0.27784359 0.72215641]
After improvements [0.87895401 0.12104599] probability
[0.36301454 0.63698546]
After improvements [0.92583514 0.07416486] probability
[0.25524769 0.74475231]
After improvements [0.90527619 0.09472381] probability
[0.29868276 0.70131724]
After improvements [0.88858493 0.11141507] probability
[0.63594495 0.36405505]
After improvements [0.91946663 0.08053337] probability
[0.08831192 0.91168808]
After improvements [0.87447789 0.12552211] probability
[0.67311785 0.32688215]
After improvements [0.92174337 0.07825663] probability
[0.52953495 0.47046505]
After improvements [0.91430967 0.08569033] probability
[0.64185421 0.35814579]
After improvements [0.92760559 0.07239441] probability
[0.49971542 0.50028458]
After improvements [0.85493279 0.14506721] probability
[0.25255642 0.74744358]
After improvements [0.87414179 0.12585821] probability
[0.16108966 0.83891034]
After improvements [0.80211206 0.19788794] probability
[0.84288251 0.15711749]
After improvements [0.98054777 0.01945223] probability
[0.37985659 0.62014341]
After improvements [0.91297596 0.08702404] probability
[0.1370346 0.8629654]
After improvements [0.86751196 0.13248804] probability
[0.65794734 0.34205266]
After improvements [0.94614905 0.05385095] probability
[0.36546474 0.63453526]
After improvements [0.8587333 0.1412667] probability
[0.40798392 0.59201608]
After improvements [0.89419451 0.10580549] probability
[0.24281347 0.75718653]
After improvements [0.8761671 0.1238329] probability
[0.41849536 0.58150464]
After improvements [0.85531004 0.14468996] probability
[0.45080443 0.54919557]
After improvements [0.88690036 0.11309964] probability
[0.20724775 0.79275225]
After improvements [0.82948944 0.17051056] probability
[0.37746618 0.62253382]
After improvements [0.85476565 0.14523435] probability
[0.14522626 0.85477374]
After improvements [0.85310482 0.14689518] probability
[0.38467241 0.61532759]
After improvements [0.81961125 0.18038875] probability
[0.50420975 0.49579025]
After improvements [0.94216472 0.05783528] probability
[0.63791258 0.36208742]
After improvements [0.94350595 0.05649405] probability
[0.27345847 0.72654153]
After improvements [0.86585991 0.13414009] probability
[0.45928726 0.54071274]
After improvements [0.86769508 0.13230492] probability
[0.43082826 0.56917174]
After improvements [0.90494883 0.09505117] probability
[0.29131582 0.70868418]
After improvements [0.85372272 0.14627728] probability
[0.30827044 0.69172956]
After improvements [0.84918888 0.15081112] probability
[0.58021204 0.41978796]
After improvements [0.91777103 0.08222897] probability
[0.48872965 0.51127035]
After improvements [0.86175894 0.13824106] probability
[0.62895325 0.37104675]
After improvements [0.94336854 0.05663146] probability
[0.31940822 0.68059178]
After improvements [0.87621211 0.12378789] probability
[0.24629106 0.75370894]
After improvements [0.85305475 0.14694525] probability
[0.33007684 0.66992316]
After improvements [0.84441486 0.15558514] probability
[0.84891306 0.15108694]
After improvements [0.96694114 0.03305886] probability
[0.64970225 0.35029775]
After improvements [0.93977468 0.06022532] probability
[0.26418923 0.73581077]
After improvements [0.86929802 0.13070198] probability
[0.09702918 0.90297082]
After improvements [0.84169643 0.15830357] probability
[0.28694778 0.71305222]
After improvements [0.88698498 0.11301502] probability
[0.31866695 0.68133305]
After improvements [0.89644253 0.10355747] probability
[0.48166983 0.51833017]
After improvements [0.91032073 0.08967927] probability
[0.67421907 0.32578093]
After improvements [0.96348906 0.03651094] probability
[0.61403964 0.38596036]
After improvements [0.92032496 0.07967504] probability
[0.13992271 0.86007729]
After improvements [0.82493423 0.17506577] probability
[0.53808486 0.46191514]
After improvements [0.93399096 0.06600904] probability
[0.54734827 0.45265173]
After improvements [0.90363957 0.09636043] probability
[0.54118789 0.45881211]
After improvements [0.89202166 0.10797834] probability
[0.45220296 0.54779704]
After improvements [0.94572645 0.05427355] probability
[0.38805967 0.61194033]
After improvements [0.81252562 0.18747438] probability
[0.24966638 0.75033362]
After improvements [0.87896022 0.12103978] probability
[0.60576796 0.39423204]
After improvements [0.91486187 0.08513813] probability
[0.34565233 0.65434767]
After improvements [0.85334524 0.14665476] probability
[0.1428171 0.8571829]
After improvements [0.87213413 0.12786587] probability
[0.49184211 0.50815789]
After improvements [0.95052552 0.04947448] probability
[0.16945193 0.83054807]
After improvements [0.838351 0.161649] probability
[0.20748116 0.79251884]
After improvements [0.84087853 0.15912147] probability
[0.1806595 0.8193405]
After improvements [0.82178902 0.17821098] probability
[0.47019542 0.52980458]
After improvements [0.8753331 0.1246669] probability
[0.49993261 0.50006739]
After improvements [0.90609131 0.09390869] probability
[0.17200124 0.82799876]
After improvements [0.87232335 0.12767665] probability
[0.4538706 0.5461294]
After improvements [0.94107617 0.05892383] probability
[0.68494867 0.31505133]
After improvements [0.93592127 0.06407873] probability
[0.46331702 0.53668298]
After improvements [0.90621599 0.09378401] probability
[0.31324894 0.68675106]
After improvements [0.89820966 0.10179034] probability
[0.38433821 0.61566179]
After improvements [0.93188552 0.06811448] probability
[0.1717178 0.8282822]
After improvements [0.81033615 0.18966385] probability
[0.86497155 0.13502845]
After improvements [0.96907958 0.03092042] probability
[0.37284878 0.62715122]
After improvements [0.8140523 0.1859477] probability
[0.63464435 0.36535565]
After improvements [0.94528124 0.05471876] probability
[0.33965043 0.66034957]
After improvements [0.86962358 0.13037642] probability
[0.41635941 0.58364059]
After improvements [0.9043461 0.0956539] probability
[0.79740987 0.20259013]
After improvements [0.94972448 0.05027552] probability
[0.39764422 0.60235578]
After improvements [0.91863739 0.08136261] probability
[0.28609097 0.71390903]
After improvements [0.88858545 0.11141455] probability
[0.47171545 0.52828455]
After improvements [0.90771335 0.09228665] probability
[0.71227197 0.28772803]
After improvements [0.95013459 0.04986541] probability
[0.66743455 0.33256545]
After improvements [0.91933361 0.08066639] probability
[0.58170722 0.41829278]
After improvements [0.9611332 0.0388668] probability
[0.68529576 0.31470424]
After improvements [0.93656963 0.06343037] probability
[0.75655245 0.24344755]
After improvements [0.96687461 0.03312539] probability
[0.39834669 0.60165331]
After improvements [0.8394673 0.1605327] probability
[0.44329463 0.55670537]
After improvements [0.94025821 0.05974179] probability
[0.75047277 0.24952723]
After improvements [0.95432188 0.04567812] probability
[0.11095196 0.88904804]
After improvements [0.8226978 0.1773022] probability
[0.42178839 0.57821161]
After improvements [0.92108169 0.07891831] probability
[0.53931965 0.46068035]
After improvements [0.93590412 0.06409588] probability
[0.54833956 0.45166044]
After improvements [0.93265025 0.06734975] probability
[0.32151283 0.67848717]
After improvements [0.85726626 0.14273374] probability
[0.54917864 0.45082136]
After improvements [0.9445817 0.0554183] probability
[0.3022636 0.6977364]
After improvements [0.8983394 0.1016606] probability
[0.25839252 0.74160748]
After improvements [0.86503795 0.13496205] probability
[0.534207 0.465793]
After improvements [0.9529732 0.0470268] probability
[0.15369144 0.84630856]
After improvements [0.81014372 0.18985628] probability
[0.21041138 0.78958862]
After improvements [0.83628826 0.16371174] probability
[0.28787463 0.71212537]
After improvements [0.92700076 0.07299924] probability
[0.69670892 0.30329108]
After improvements [0.92924452 0.07075548] probability
[0.67787009 0.32212991]
After improvements [0.9321731 0.0678269] probability
[0.78074831 0.21925169]
After improvements [0.95809159 0.04190841] probability
[0.44412394 0.55587606]
After improvements [0.93969385 0.06030615] probability
[0.48673764 0.51326236]
After improvements [0.94050002 0.05949998] probability
[0.2552455 0.7447545]
After improvements [0.86120004 0.13879996] probability
[0.55499868 0.44500132]
After improvements [0.94350595 0.05649405] probability
[0.60562147 0.39437853]
After improvements [0.95526814 0.04473186] probability
[0.37960568 0.62039432]
After improvements [0.92414755 0.07585245] probability
[0.45491652 0.54508348]
After improvements [0.94849095 0.05150905] probability
[0.43416469 0.56583531]
After improvements [0.95325978 0.04674022] probability
[0.2013622 0.7986378]
After improvements [0.86792728 0.13207272] probability
[0.60887603 0.39112397]
After improvements [0.94795478 0.05204522] probability
[0.34291685 0.65708315]
After improvements [0.90933149 0.09066851] probability
[0.77647204 0.22352796]
After improvements [0.95175184 0.04824816] probability
[0.6637001 0.3362999]
After improvements [0.96232206 0.03767794] probability
[0.47035372 0.52964628]
After improvements [0.93469047 0.06530953] probability
[0.57498181 0.42501819]
After improvements [0.95408914 0.04591086] probability
[0.36526967 0.63473033]
After improvements [0.85736948 0.14263052] probability
[0.21423141 0.78576859]
After improvements [0.83848021 0.16151979] probability
[0.4276947 0.5723053]
After improvements [0.90206224 0.09793776] probability
[0.24788663 0.75211337]
After improvements [0.89876813 0.10123187] probability
[0.74952427 0.25047573]
After improvements [0.95862198 0.04137802] probability
[0.16372367 0.83627633]
After improvements [0.87225111 0.12774889] probability
[0.25440112 0.74559888]
After improvements [0.84921677 0.15078323] probability
[0.47162056 0.52837944]
After improvements [0.90544607 0.09455393] probability
[0.6146686 0.3853314]
After improvements [0.91888486 0.08111514] probability
[0.32825272 0.67174728]
After improvements [0.84552853 0.15447147] probability
[0.46821244 0.53178756]
After improvements [0.91081344 0.08918656] probability
[0.42915282 0.57084718]
After improvements [0.89886994 0.10113006] probability
[0.36903282 0.63096718]
After improvements [0.81612737 0.18387263] probability
[0.09707684 0.90292316]
After improvements [0.85967886 0.14032114] probability
[0.50955997 0.49044003]
After improvements [0.91176084 0.08823916] probability
[0.57461806 0.42538194]
After improvements [0.93961568 0.06038432] probability
[0.25465867 0.74534133]
After improvements [0.87085312 0.12914688] probability
[0.19028879 0.80971121]
After improvements [0.87840412 0.12159588] probability
[0.43748125 0.56251875]
After improvements [0.92074233 0.07925767] probability
[0.42041611 0.57958389]
After improvements [0.88695308 0.11304692] probability
[0.16592936 0.83407064]
After improvements [0.87428903 0.12571097] probability
[0.28697827 0.71302173]
After improvements [0.91747833 0.08252167] probability
[0.4887029 0.5112971]
After improvements [0.92574323 0.07425677] probability
[0.42186271 0.57813729]
After improvements [0.87512704 0.12487296] probability
[0.17778095 0.82221905]
After improvements [0.84358787 0.15641213] probability
[0.24888346 0.75111654]
After improvements [0.85116415 0.14883585] probability
[0.38157869 0.61842131]
After improvements [0.8712869 0.1287131] probability
[0.81524464 0.18475536]
After improvements [0.94940986 0.05059014] probability
[0.22622435 0.77377565]
After improvements [0.88474443 0.11525557] probability
[0.15653407 0.84346593]
After improvements [0.88153633 0.11846367] probability
[0.15063839 0.84936161]
After improvements [0.84700188 0.15299812] probability
[0.20399986 0.79600014]
After improvements [0.83836341 0.16163659] probability
[0.141556 0.858444]
After improvements [0.87487862 0.12512138] probability
[0.42375138 0.57624862]
After improvements [0.88968811 0.11031189] probability
[0.20572938 0.79427062]
After improvements [0.83632472 0.16367528] probability
[0.44187277 0.55812723]
After improvements [0.88693502 0.11306498] probability
[0.1986457 0.8013543]
After improvements [0.8022805 0.1977195] probability
[0.23076041 0.76923959]
After improvements [0.87868369 0.12131631] probability
[0.26102527 0.73897473]
After improvements [0.88713002 0.11286998] probability
[0.48674753 0.51325247]
After improvements [0.9628753 0.0371247] probability
[0.14822091 0.85177909]
After improvements [0.83113445 0.16886555] probability
[0.23899111 0.76100889]
After improvements [0.84058981 0.15941019] probability
[0.14982382 0.85017618]
After improvements [0.87448234 0.12551766] probability
[0.53175367 0.46824633]
After improvements [0.92354222 0.07645778] probability
[0.26486018 0.73513982]
After improvements [0.86299719 0.13700281] probability
[0.39329209 0.60670791]
After improvements [0.92293526 0.07706474] probability
[0.404082 0.595918]
After improvements [0.84993626 0.15006374] probability
[0.20110634 0.79889366]
After improvements [0.81992778 0.18007222] probability
[0.63625931 0.36374069]
After improvements [0.89294599 0.10705401] probability
[0.27295726 0.72704274]
After improvements [0.8563153 0.1436847] probability
[0.18556482 0.81443518]
After improvements [0.81172852 0.18827148] probability
[0.24350955 0.75649045]
After improvements [0.87007909 0.12992091] probability
[0.24242656 0.75757344]
After improvements [0.85826453 0.14173547] probability
[0.68435853 0.31564147]
After improvements [0.94336348 0.05663652] probability
[0.40286257 0.59713743]
After improvements [0.87669377 0.12330623] probability
[0.29508996 0.70491004]
After improvements [0.87841945 0.12158055] probability
[0.53830701 0.46169299]
After improvements [0.92698878 0.07301122] probability
[0.23894283 0.76105717]
After improvements [0.8628544 0.1371456] probability
[0.36099801 0.63900199]
After improvements [0.9217878 0.0782122] probability
[0.25088052 0.74911948]
After improvements [0.81612188 0.18387812] probability
[0.50410541 0.49589459]
After improvements [0.92463704 0.07536296] probability
[0.32635048 0.67364952]
After improvements [0.90744611 0.09255389] probability
[0.56307437 0.43692563]
After improvements [0.93521484 0.06478516] probability
[0.38782064 0.61217936]
After improvements [0.88097309 0.11902691] probability
[0.33388766 0.66611234]
After improvements [0.86201299 0.13798701] probability
[0.22728601 0.77271399]
After improvements [0.83466339 0.16533661] probability
[0.83788553 0.16211447]
After improvements [0.97118566 0.02881434] probability
[0.58247831 0.41752169]
After improvements [0.90802672 0.09197328] probability
[0.20414437 0.79585563]
After improvements [0.82301065 0.17698935] probability
[0.68024732 0.31975268]
After improvements [0.97174722 0.02825278] probability
[0.36109472 0.63890528]
After improvements [0.80405439 0.19594561] probability
[0.65391825 0.34608175]
After improvements [0.95613179 0.04386821] probability
[0.57522772 0.42477228]
After improvements [0.96569363 0.03430637] probability
[0.45452238 0.54547762]
After improvements [0.86018095 0.13981905] probability
[0.21039789 0.78960211]
After improvements [0.84904898 0.15095102] probability
[0.21505407 0.78494593]
After improvements [0.84720633 0.15279367] probability
[0.72866049 0.27133951]
After improvements [0.94683202 0.05316798] probability
[0.21821746 0.78178254]
After improvements [0.80448893 0.19551107] probability
[0.27613691 0.72386309]
After improvements [0.87305454 0.12694546] probability
[0.72712245 0.27287755]
After improvements [0.95058415 0.04941585] probability
[0.59524286 0.40475714]
After improvements [0.94716406 0.05283594] probability
[0.26423701 0.73576299]
After improvements [0.80378258 0.19621742] probability
[0.34161584 0.65838416]
After improvements [0.90694435 0.09305565] probability
[0.25113445 0.74886555]
After improvements [0.88370021 0.11629979] probability
[0.41318438 0.58681562]
After improvements [0.90591806 0.09408194] probability
[0.47018116 0.52981884]
After improvements [0.94278444 0.05721556] probability
[0.30402455 0.69597545]
After improvements [0.8977264 0.1022736] probability
[0.34048484 0.65951516]
After improvements [0.8792952 0.1207048] probability
[0.37791039 0.62208961]
After improvements [0.82745536 0.17254464] probability
[0.33174543 0.66825457]
After improvements [0.8737673 0.1262327] probability
[0.65660541 0.34339459]
After improvements [0.93225059 0.06774941] probability
[0.43057509 0.56942491]
After improvements [0.91711984 0.08288016] probability
[0.45266896 0.54733104]
After improvements [0.93245271 0.06754729] probability
[0.50065532 0.49934468]
After improvements [0.87873782 0.12126218] probability
[0.58157418 0.41842582]
After improvements [0.90538739 0.09461261] probability
[0.1704381 0.8295619]
After improvements [0.88609171 0.11390829] probability
[0.12849353 0.87150647]
After improvements [0.8096018 0.1903982] probability
[0.47940659 0.52059341]
After improvements [0.91652901 0.08347099] probability
[0.23021212 0.76978788]
After improvements [0.87070499 0.12929501] probability
[0.16042263 0.83957737]
After improvements [0.88189389 0.11810611] probability
[0.32520071 0.67479929]
After improvements [0.90837781 0.09162219] probability
[0.14750393 0.85249607]
After improvements [0.86234484 0.13765516] probability
[0.18866825 0.81133175]
After improvements [0.82102512 0.17897488] probability
[0.20570561 0.79429439]
After improvements [0.8699431 0.1300569] probability
[0.52833297 0.47166703]
After improvements [0.91392879 0.08607121] probability
[0.3330063 0.6669937]
After improvements [0.93461979 0.06538021] probability
[0.3699881 0.6300119]
After improvements [0.84398859 0.15601141] probability
[0.57650137 0.42349863]
After improvements [0.93097742 0.06902258] probability
[0.37407203 0.62592797]
After improvements [0.91363627 0.08636373] probability
[0.15752616 0.84247384]
After improvements [0.8349759 0.1650241] probability
[0.41014398 0.58985602]
After improvements [0.90291489 0.09708511] probability
[0.31823947 0.68176053]
After improvements [0.89633961 0.10366039] probability
[0.61225347 0.38774653]
After improvements [0.94200758 0.05799242] probability
[0.83663961 0.16336039]
After improvements [0.97283739 0.02716261] probability
[0.64760363 0.35239637]
After improvements [0.96243922 0.03756078] probability
[0.18789293 0.81210707]
After improvements [0.82157556 0.17842444] probability
[0.56897774 0.43102226]
After improvements [0.93293794 0.06706206] probability
[0.56255059 0.43744941]
After improvements [0.9305436 0.0694564] probability
[0.61121746 0.38878254]
After improvements [0.9153589 0.0846411] probability
[0.5152326 0.4847674]
After improvements [0.93297374 0.06702626] probability
[0.62628769 0.37371231]
After improvements [0.94861281 0.05138719] probability
Število priporočil: 4630
Priporočila so bila shranjena v datoteko: prediabetic_recommendations.csv

Random forest model

import pandas as pd
import numpy as np

# Osredotočimo se na prediabetike
prediabetics = data_filtered[data_filtered['Diabetes_012'] == 1].copy()
print(prediabetics['Diabetes_012'].value_counts())
prediabetics.to_csv('prediabetic_only.csv', index=False)

# Sprememba izbranih značilk za analizo
selected_features = X.columns.tolist()
step_size = 1

recommendations = []

max_iterations = 21  # Nastavimo največje dovoljeno število iteracij
for index, row in prediabetics.iterrows():
    modified_row = row.copy()
    # Napoved verjetnosti z Random Forest
    previous_proba = rf_model_binary.predict_proba(pd.DataFrame([modified_row[X.columns]], columns=X.columns))[0]
    print(previous_proba)
    iteration = 0  # Števec iteracij
    
    while iteration < max_iterations:
        improved = False  # Sledenje, če je prišlo do izboljšanja
        
        for feature in selected_features:
            for direction in [-1, 1]:  # Znižanje ali povišanje
                temp_row = modified_row.copy()
                temp_row[feature] += direction * step_size
                
                # Kvantitativne spremenljivke
                if feature == 'BMI':
                    temp_row[feature] = temp_row[feature].clip(0, 9999)
                elif feature in ['MenHlth', 'PhysHlth']:
                    temp_row[feature] = temp_row[feature].clip(0, 30)

                # Ordinalne spremenljivke
                elif feature == 'GenHlth':
                    temp_row[feature] = temp_row[feature].clip(1, 5)
                elif feature == 'Age':
                    temp_row[feature] = temp_row[feature].clip(1, 13)
                elif feature == 'Education':
                    temp_row[feature] = temp_row[feature].clip(1, 6)
                elif feature == 'Income':
                    temp_row[feature] = temp_row[feature].clip(1, 8)

                # Nominalne spremenljivke
                elif feature in ['HighBP', 'HighChol', 'PhysActivity', 'CholCheck', 'Smoker', 'Stroke', 'HeartDiseaseorAttack', 'Fruits', 'Veggies', 'HvyAlcoholConsump', 'AnyHealthcare', 'NoDocbcCost', 'DiffWalk', 'Sex']:
                    temp_row[feature] = temp_row[feature].clip(0, 1)
                
                # Preveri novo napoved z Random Forest
                proba = rf_model_binary.predict_proba(pd.DataFrame([temp_row[X.columns]], columns=X.columns))[0]
                
                if proba[0] > previous_proba[0]:  # Če je izboljšanje, posodobi
                    modified_row = temp_row
                    previous_proba = proba
                    improved = True  # Označi, da je prišlo do izboljšanja
                    
        # Če dosežemo prag za nediabetika, zaključimo
        if previous_proba[0] > 0.8:
            print(f"After improvements {previous_proba} probability")
            recommendations.append({
                'Index': index,
                'Modified Row': modified_row,
                'Probability (Nediabetik)': previous_proba
            })
            break
        
        # Če ni več izboljšav, končaj zanko
        if not improved:
            break
        
        iteration += 1  # Povečaj števec iteracij

# Pretvori priporočila v DataFrame
recommendations_df = pd.DataFrame(recommendations)

# Preveri, če obstajajo rezultati
if not recommendations_df.empty:
    recommendations_df.sort_values(by=['Index'], ascending=True, inplace=True)
    print(f"Število priporočil: {len(recommendations)}")
    
    output_file = 'prediabetic_recommendations_rf.csv'
    recommendations_df.to_csv(output_file, index=False)
    print(f"Priporočila so bila shranjena v datoteko: {output_file}")
else:
    print("Ni priporočil za nobenega prediabetika.")

Diabetes_012
1    4631
Name: count, dtype: int64
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.97 0.03] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.97 0.03] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.48385714 0.51614286]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.97 0.03] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [0.96 0.04] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.88445581 0.11554419]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [0.96 0.04] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.29583333 0.70416667]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.97 0.03] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.15 0.85]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.345 0.655]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.96 0.04] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.6800119 0.3199881]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.55741667 0.44258333]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.60204762 0.39795238]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.445 0.555]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.51285714 0.48714286]
After improvements [1. 0.] probability
[0.5515 0.4485]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.97 0.03] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.35516667 0.64483333]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.5215 0.4785]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.97 0.03] probability
[0.58758333 0.41241667]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.96 0.04] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.95916093 0.04083907]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.98 0.02] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.84068903 0.15931097]
After improvements [1. 0.] probability
[0.707 0.293]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.96431742 0.03568258]
After improvements [1. 0.] probability
[0.74778175 0.25221825]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.50233333 0.49766667]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.5695 0.4305]
After improvements [1. 0.] probability
[0.55504762 0.44495238]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.97 0.03] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.53783333 0.46216667]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.95 0.05] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.8391627 0.1608373]
After improvements [1. 0.] probability
[0.8717404 0.1282596]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.76290404 0.23709596]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.51038889 0.48961111]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.97 0.03] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.61733333 0.38266667]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.489 0.511]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.77 0.23]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.70634524 0.29365476]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [0.98 0.02] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.305 0.695]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.53 0.47]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.55680952 0.44319048]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.95 0.05] probability
[0.31 0.69]
After improvements [0.97 0.03] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.59778571 0.40221429]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.55875 0.44125]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.74841667 0.25158333]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.97 0.03] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.97 0.03] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.604 0.396]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.97 0.03] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.51883333 0.48116667]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.50428571 0.49571429]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.6225 0.3775]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.97 0.03] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.50047619 0.49952381]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.98 0.02] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.66233333 0.33766667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.61371429 0.38628571]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.33433333 0.66566667]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.51 0.49]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.89730753 0.10269247]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.67416667 0.32583333]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.64829762 0.35170238]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.395 0.605]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.95694119 0.04305881]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.56861905 0.43138095]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.19 0.81]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.355 0.645]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.51233333 0.48766667]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [0.98 0.02] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.60909524 0.39090476]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.98 0.02] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.569 0.431]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.97 0.03] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.69699206 0.30300794]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36433333 0.63566667]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.68497619 0.31502381]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [0.99 0.01] probability
[0.53589394 0.46410606]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.27833333 0.72166667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.52 0.48]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.56533333 0.43466667]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.78827778 0.21172222]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.51383333 0.48616667]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.77889286 0.22110714]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.98 0.02] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.86451734 0.13548266]
After improvements [1. 0.] probability
[0.265 0.735]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.568 0.432]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.90421137 0.09578863]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.97 0.03] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.13 0.87]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.5505 0.4495]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.55227778 0.44772222]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.72616667 0.27383333]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.69424603 0.30575397]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.72857937 0.27142063]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.408 0.592]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.53683333 0.46316667]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.83572527 0.16427473]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.2 0.8]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.97 0.03] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.60502381 0.39497619]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.84601479 0.15398521]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.2 0.8]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.517 0.483]
After improvements [1. 0.] probability
[0.51392857 0.48607143]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.60166667 0.39833333]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.42 0.58]
After improvements [0.97 0.03] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.56245238 0.43754762]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.97 0.03] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.65347619 0.34652381]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3025 0.6975]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.459 0.541]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.8986342 0.1013658]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.49816667 0.50183333]
After improvements [1. 0.] probability
[0.50732143 0.49267857]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.53647619 0.46352381]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39666667 0.60333333]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.429 0.571]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.74714286 0.25285714]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.53816667 0.46183333]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.21 0.79]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.5107619 0.4892381]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.34666667 0.65333333]
After improvements [0.97 0.03] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.53059524 0.46940476]
After improvements [1. 0.] probability
[0.5905 0.4095]
After improvements [1. 0.] probability
[0.70395238 0.29604762]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.74015079 0.25984921]
After improvements [1. 0.] probability
[0.57983333 0.42016667]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.73916667 0.26083333]
After improvements [1. 0.] probability
[0.57433333 0.42566667]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.97 0.03] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.56316667 0.43683333]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.98 0.02] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [0.98 0.02] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.56533333 0.43466667]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.86593787 0.13406213]
After improvements [1. 0.] probability
[0.55383333 0.44616667]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.75490476 0.24509524]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.73116991 0.26883009]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [0.97 0.03] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.98 0.02] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.97 0.03] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.58402381 0.41597619]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.97 0.03] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [0.97 0.03] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.52916667 0.47083333]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.40333333 0.59666667]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [0.97 0.03] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.96 0.04] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.57683333 0.42316667]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.13 0.87]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.60933333 0.39066667]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.74466667 0.25533333]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.97 0.03] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.53259524 0.46740476]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.67738095 0.32261905]
After improvements [1. 0.] probability
[0.64340476 0.35659524]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.533 0.467]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.62954762 0.37045238]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31333333 0.68666667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.435 0.565]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.58983333 0.41016667]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.7469127 0.2530873]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.71608333 0.28391667]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.23 0.77]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.65664286 0.34335714]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.96 0.04] probability
[0.3675 0.6325]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.61083333 0.38916667]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.67604762 0.32395238]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.7099881 0.2900119]
After improvements [1. 0.] probability
[0.80343939 0.19656061]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.19 0.81]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.53066667 0.46933333]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.49933333 0.50066667]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.97 0.03] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.616 0.384]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.372 0.628]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.56533333 0.43466667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.95 0.05] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.57733333 0.42266667]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.88706442 0.11293558]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.98 0.02] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.314 0.686]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.85861869 0.14138131]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.96 0.04] probability
[0.38 0.62]
After improvements [0.96 0.04] probability
[0.22 0.78]
After improvements [0.96 0.04] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.92043222 0.07956778]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.94 0.06] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.97 0.03] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.97 0.03] probability
[0.36 0.64]
After improvements [0.97 0.03] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.2 0.8]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.345 0.655]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.62283333 0.37716667]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.21 0.79]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.3325 0.6675]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.54316667 0.45683333]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.19 0.81]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.56933333 0.43066667]
After improvements [1. 0.] probability
[0.63966667 0.36033333]
After improvements [1. 0.] probability
[0.5325 0.4675]
After improvements [1. 0.] probability
[0.365 0.635]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.96 0.04] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.80219336 0.19780664]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.66252381 0.33747619]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.59883333 0.40116667]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.265 0.735]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.6095 0.3905]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.96 0.04] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.21 0.79]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.275 0.725]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.55033333 0.44966667]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.21 0.79]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.57116667 0.42883333]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.49738095 0.50261905]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.53 0.47]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.358 0.642]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [0.98 0.02] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28166667 0.71833333]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.97 0.03] probability
[0.25 0.75]
After improvements [0.96 0.04] probability
[0.50211905 0.49788095]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.56333333 0.43666667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [0.99 0.01] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.96 0.04] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.63383333 0.36616667]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.86761766 0.13238234]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.9925 0.0075] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.355 0.645]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.94541979 0.05458021]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.81337302 0.18662698]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.98 0.02] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.54028571 0.45971429]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.58904762 0.41095238]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.48216667 0.51783333]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.7092619 0.2907381]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.96 0.04] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.32738095 0.67261905]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.3455 0.6545]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.36666667 0.63333333]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.97 0.03] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.98 0.02] probability
[0.8005119 0.1994881]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.345 0.655]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.70664286 0.29335714]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3225 0.6775]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.97 0.03] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.39333333 0.60666667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.338 0.662]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.56361905 0.43638095]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.50421429 0.49578571]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.86210032 0.13789968]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.96659374 0.03340626]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.68611905 0.31388095]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.69882143 0.30117857]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.54325 0.45675]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.64557143 0.35442857]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.89435065 0.10564935]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.52216667 0.47783333]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.5595 0.4405]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.97 0.03] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.97 0.03] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [0.97 0.03] probability
[0.25 0.75]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.559 0.441]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [0.98 0.02] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.546 0.454]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.81154762 0.18845238]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.5455 0.4545]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.83982107 0.16017893]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.55333333 0.44666667]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.95 0.05] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.52428571 0.47571429]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [0.99 0.01] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.89132964 0.10867036]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.74036905 0.25963095]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.64929365 0.35070635]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.52316667 0.47683333]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.54638095 0.45361905]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.18 0.82]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.29833333 0.70166667]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.97 0.03] probability
[0.6437381 0.3562619]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.60959524 0.39040476]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.364 0.636]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.97 0.03] probability
[0.41 0.59]
After improvements [0.98 0.02] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.62366667 0.37633333]
After improvements [1. 0.] probability
[0.72959921 0.27040079]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.57383333 0.42616667]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [0.97 0.03] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.95 0.05] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.5745 0.4255]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.335 0.665]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.76114683 0.23885317]
After improvements [1. 0.] probability
[0.70354762 0.29645238]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.68553571 0.31446429]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.97 0.03] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33916667 0.66083333]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.582 0.418]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.54428571 0.45571429]
After improvements [1. 0.] probability
[0.31666667 0.68333333]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.325 0.675]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.65690476 0.34309524]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.70716667 0.29283333]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.71071429 0.28928571]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.54388095 0.45611905]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.92 0.08] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.55766667 0.44233333]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.54483333 0.45516667]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.6305 0.3695]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.82166608 0.17833392]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.79370996 0.20629004]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.5 0.5]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.70163095 0.29836905]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.57783333 0.42216667]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.59988095 0.40011905]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.316 0.684]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.60433333 0.39566667]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.96 0.04] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.40742857 0.59257143]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.74335714 0.25664286]
After improvements [1. 0.] probability
[0.53733333 0.46266667]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.49705556 0.50294444]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.81559044 0.18440956]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.57402381 0.42597619]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.60216667 0.39783333]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.4545 0.5455]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.589 0.411]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.95823548 0.04176452]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.53 0.47]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.18 0.82]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.5545 0.4455]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.406 0.594]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [0.99 0.01] probability
[0.65205952 0.34794048]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.97778674 0.02221326]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.54 0.46]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.54483333 0.45516667]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.55283333 0.44716667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.60966667 0.39033333]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.59566667 0.40433333]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.84125541 0.15874459]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.682 0.318]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.93493275 0.06506725]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.6115 0.3885]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.35666667 0.64333333]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.96 0.04] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.66947619 0.33052381]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.18 0.82]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.97 0.03] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.97 0.03] probability
[0.91458235 0.08541765]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.49514286 0.50485714]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [0.97 0.03] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.27333333 0.72666667]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.68327381 0.31672619]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.97 0.03] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.53591667 0.46408333]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.94 0.06] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.60483333 0.39516667]
After improvements [1. 0.] probability
[0.50016667 0.49983333]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.63635714 0.36364286]
After improvements [1. 0.] probability
[0.55 0.45]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.58316667 0.41683333]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.95 0.05] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.97 0.03] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.96 0.04] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.39333333 0.60666667]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.54904762 0.45095238]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.59164286 0.40835714]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.59011905 0.40988095]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34666667 0.65333333]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.50928571 0.49071429]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.54807143 0.45192857]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.46666667 0.53333333]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.92139631 0.07860369]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.55866667 0.44133333]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [0.98 0.02] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.74081349 0.25918651]
After improvements [1. 0.] probability
[0.4905 0.5095]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.97 0.03] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.55675 0.44325]
After improvements [1. 0.] probability
[0.9286028 0.0713972]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.602 0.398]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.59878571 0.40121429]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.97 0.03] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.55016667 0.44983333]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.77748016 0.22251984]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.96 0.04] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.69647222 0.30352778]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.94 0.06] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.70435714 0.29564286]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.96 0.04] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.6748373 0.3251627]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.548 0.452]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.30583333 0.69416667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [0.97 0.03] probability
[0.47716667 0.52283333]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36933333 0.63066667]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.46471429 0.53528571]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.58254762 0.41745238]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.96 0.04] probability
[0.743 0.257]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.55716667 0.44283333]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [1. 0.] probability
[0.91097098 0.08902902]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.9216446 0.0783554]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37833333 0.62166667]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.54914286 0.45085714]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [0.99 0.01] probability
[0.57311905 0.42688095]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.4935 0.5065]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.70415873 0.29584127]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.994 0.006] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.97 0.03] probability
[0.54866667 0.45133333]
After improvements [1. 0.] probability
[0.31333333 0.68666667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.45769048 0.54230952]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.2 0.8]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.57578571 0.42421429]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.17 0.83]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.60016667 0.39983333]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.53516667 0.46483333]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.24 0.76]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.97 0.03] probability
[0.33 0.67]
After improvements [0.97 0.03] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.21 0.79]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.96 0.04] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.97 0.03] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.51 0.49]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.26666667 0.73333333]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.385 0.615]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.86576412 0.13423588]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [0.97 0.03] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.57552381 0.42447619]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.92897294 0.07102706]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.97 0.03] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.53869048 0.46130952]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.5 0.5]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.98 0.02] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.6342619 0.3657381]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.95 0.05] probability
[0.4 0.6]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.78267424 0.21732576]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.2 0.8]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.93 0.07] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.98 0.02] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.98 0.02] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.97 0.03] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.7032381 0.2967619]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.94 0.06] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.2 0.8]
After improvements [1. 0.] probability
[0.23 0.77]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.96 0.04] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [0.97 0.03] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.58847619 0.41152381]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.5975 0.4025]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.27666667 0.72333333]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.97 0.03] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [0.97 0.03] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.95 0.05] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.325 0.675]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3525 0.6475]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.96 0.04] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.54583333 0.45416667]
After improvements [1. 0.] probability
[0.34166667 0.65833333]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.82086255 0.17913745]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.98 0.02] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.95 0.05] probability
[0.44 0.56]
After improvements [0.99 0.01] probability
[0.72866667 0.27133333]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.76942199 0.23057801]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.66145238 0.33854762]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36333333 0.63666667]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32083333 0.67916667]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.98 0.02] probability
[0.55766667 0.44233333]
After improvements [1. 0.] probability
[0.67560714 0.32439286]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [0.98 0.02] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31416667 0.68583333]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29666667 0.70333333]
After improvements [1. 0.] probability
[0.49 0.51]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.63975 0.36025]
After improvements [1. 0.] probability
[0.71225 0.28775]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.97 0.03] probability
[0.565 0.435]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.5555 0.4445]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.38333333 0.61666667]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.69511905 0.30488095]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.98 0.02] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.96 0.04] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.63183333 0.36816667]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.87583698 0.12416302]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [0.99 0.01] probability
[0.64633333 0.35366667]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.72105411 0.27894589]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.96 0.04] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.5182381 0.4817619]
After improvements [1. 0.] probability
[0.2875 0.7125]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.52 0.48]
After improvements [1. 0.] probability
[0.60895238 0.39104762]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.57404762 0.42595238]
After improvements [1. 0.] probability
[0.68635714 0.31364286]
After improvements [1. 0.] probability
[0.66560317 0.33439683]
After improvements [1. 0.] probability
[0.40742857 0.59257143]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.56683333 0.43316667]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.53683333 0.46316667]
After improvements [1. 0.] probability
[0.626 0.374]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.265 0.735]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.60371429 0.39628571]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.96 0.04] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.60316667 0.39683333]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.58633333 0.41366667]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.97 0.03] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.54583333 0.45416667]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.61130952 0.38869048]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.55 0.45]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.97 0.03] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.29666667 0.70333333]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.52333333 0.47666667]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.97 0.03] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.97 0.03] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [0.98 0.02] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.69271429 0.30728571]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [0.98 0.02] probability
[0.76292857 0.23707143]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.24 0.76]
After improvements [0.99 0.01] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.54345238 0.45654762]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.375 0.625]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.99 0.01] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.30333333 0.69666667]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.78967063 0.21032937]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.51841667 0.48158333]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.22 0.78]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.96 0.04] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.96 0.04] probability
[0.33 0.67]
After improvements [0.95 0.05] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.55983333 0.44016667]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.98 0.02] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.65166667 0.34833333]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.81442713 0.18557287]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.97 0.03] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [0.98 0.02] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [0.94 0.06] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.99 0.01] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.64775 0.35225]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.62095238 0.37904762]
After improvements [1. 0.] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.29 0.71]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.75450794 0.24549206]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.54330952 0.45669048]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.77418254 0.22581746]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.25 0.75]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.60416667 0.39583333]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.21 0.79]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.97 0.03] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.45 0.55]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [0.96 0.04] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.47 0.53]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [0.96 0.04] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [0.95 0.05] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [1. 0.] probability
[0.27 0.73]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.25 0.75]
After improvements [0.98 0.02] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.96 0.04] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [0.99 0.01] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.36 0.64]
After improvements [0.98 0.02] probability
[0.33 0.67]
After improvements [0.99 0.01] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.26 0.74]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.98 0.02] probability
[0.29 0.71]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.99 0.01] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [0.98 0.02] probability
[0.46 0.54]
After improvements [1. 0.] probability
[0.39 0.61]
After improvements [0.99 0.01] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.28 0.72]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.41 0.59]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.48 0.52]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.4 0.6]
After improvements [0.99 0.01] probability
[0.4 0.6]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.33 0.67]
After improvements [1. 0.] probability
[0.43 0.57]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.34 0.66]
After improvements [1. 0.] probability
[0.44 0.56]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [0.98 0.02] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.3 0.7]
After improvements [0.99 0.01] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.38 0.62]
After improvements [1. 0.] probability
[0.32 0.68]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.31 0.69]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.35 0.65]
After improvements [1. 0.] probability
[0.42 0.58]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
[0.37 0.63]
After improvements [1. 0.] probability
Število priporočil: 4631
Priporočila so bila shranjena v datoteko: prediabetic_recommendations_rf.csv